{ "cells": [ { "cell_type": "markdown", "id": "2120326f", "metadata": { "id": "2120326f" }, "source": [ "#**NFL Statistics Analysis**#" ] }, { "cell_type": "markdown", "id": "LKqZE7VbzPaT", "metadata": { "id": "LKqZE7VbzPaT" }, "source": [ "#Overview and df Versions#\n", "* This data captures NFL statistics and spans 1920-2017\n", "* **df** is the basic_stats.csv data frame; (Rows, Columns) = (17026, 17). This includes player demographics such as birth place, name, birth date, seasons played, etc. There are a total of 82690 missing values.\n", "* **df2** (appears later is the cleaned df basic_stats.csv dataframe) (Rows, Columns) = (13498, 19)\n", "* **df_birth_state** new dataframe that captures the number of players born in each state and was created from Basic_Stats.csv (Rows, Columns) = (55, 1). \n", "* **df_pass** is the dataframe containing passer ratings by year for each player and was created from Career_Stats_Passing.csv (Rows, Columns) = (8525, 21). This includes player statistics for passing by year; columns include player name, passes attempted, passes completed, year played, etc. There are 7414 missing values.\n", "* **df_pass2** is the merged dataframe of df2 and df_pass\n", "* **df_pass3** is the cleaned merged dataframe used for machine learning\n", "* **df_birth_state** is a dataframe that has the number of players from each state" ] }, { "cell_type": "markdown", "id": "6kwCAZY8nUTd", "metadata": { "id": "6kwCAZY8nUTd" }, "source": [ "#Notebook Set Up#" ] }, { "cell_type": "code", "execution_count": 10, "id": "fa9225c8", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 34 }, "id": "fa9225c8", "outputId": "85594311-f636-4ffd-8034-6b14fec238b0" }, "outputs": [ { "data": { "application/javascript": "IPython.notebook.set_autosave_interval(60000)" }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Autosaving every 60 seconds\n" ] } ], "source": [ "autosave 60" ] }, { "cell_type": "code", "execution_count": 11, "id": "46eb9929", "metadata": { "id": "46eb9929" }, "outputs": [], "source": [ "# print all the outputs in a cell\n", "from IPython.core.interactiveshell import InteractiveShell\n", "InteractiveShell.ast_node_interactivity = \"all\"" ] }, { "cell_type": "code", "execution_count": 12, "id": "7604040b", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "7604040b", "outputId": "88dffbec-7d50-48d0-fa65-a22d8f7071b0" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "%pylab is deprecated, use %matplotlib inline and import the required libraries.\n", "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "#importing packages for data analysis\n", "import pandas as pd\n", "import numpy as np\n", "import plotly.express as px\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "%pylab inline\n", "import sklearn as sk\n", "import sklearn.tree as tree\n", "from IPython.display import Image \n", "import pydotplus\n", "import plotly.graph_objects as go" ] }, { "cell_type": "code", "execution_count": 13, "id": "bu-i1cvj3ARM", "metadata": { "id": "bu-i1cvj3ARM" }, "outputs": [], "source": [ "import warnings\n", "#suppress all future warning\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "code", "execution_count": 14, "id": "9446d04e", "metadata": { "id": "9446d04e" }, "outputs": [], "source": [ "#set display options\n", "pd.set_option('display.max_columns', None)\n", "pd.set_option('display.max_rows', 100)\n", "pd.set_option('display.float_format', lambda x: '%.2f' % x)" ] }, { "cell_type": "code", "execution_count": 15, "id": "91a8e9ef", "metadata": { "id": "91a8e9ef" }, "outputs": [], "source": [ "df = pd.read_csv('Basic_Stats.csv', index_col=10)\n", "df_pass = pd.read_csv('Career_Stats_Passing.csv', index_col =1)" ] }, { "cell_type": "markdown", "id": "LywJr0fz-iPI", "metadata": { "id": "LywJr0fz-iPI" }, "source": [ "#Data Exploration#" ] }, { "cell_type": "code", "execution_count": 16, "id": "620b1004", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 469 }, "id": "620b1004", "outputId": "817f1e50-98e0-41b2-a355-80859a718032", "scrolled": true }, "outputs": [ { "data": { "text/plain": " Age Birth Place Birthday College \\\nName \nEvans, Fred NaN Grand Rapids , MI 5/23/1921 Notre Dame \nRaiff, Jim NaN Dayton , OH 12/21/1930 Dayton \nFowler, Bobby 56.00 Temple , TX 9/11/1960 Louisiana Tech \nJohnson, Quinn 30.00 New Orleans , LA 9/30/1986 LSU \nWalton, L.T. 25.00 Detroit , MI 3/31/1992 Central Michigan \n\n Current Status Current Team Experience \\\nName \nEvans, Fred Retired NaN 3 Seasons \nRaiff, Jim Retired NaN 1 Season \nFowler, Bobby Retired NaN 1 Season \nJohnson, Quinn Retired NaN 5 Seasons \nWalton, L.T. Active Pittsburgh Steelers 3rd season \n\n Height (inches) High School High School Location \\\nName \nEvans, Fred 71.00 NaN NaN \nRaiff, Jim 70.00 NaN NaN \nFowler, Bobby 74.00 NaN NaN \nJohnson, Quinn 73.00 NaN NaN \nWalton, L.T. 77.00 Clintondale HS Clinton Twp.,Macomb Co., MI \n\n Number Player Id Position Weight (lbs) \\\nName \nEvans, Fred NaN fredevans/2513736 NaN 185.00 \nRaiff, Jim NaN jimraiff/2523700 NaN 235.00 \nFowler, Bobby NaN bobbyfowler/2514295 NaN 230.00 \nJohnson, Quinn NaN quinnjohnson/79593 NaN 255.00 \nWalton, L.T. 96.00 l.t.walton/2552444 DE 305.00 \n\n Years Played \nName \nEvans, Fred 1946 - 1948 \nRaiff, Jim 1954 - 1954 \nFowler, Bobby 1985 - 1985 \nJohnson, Quinn 2009 - 2013 \nWalton, L.T. NaN ", "text/html": "
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AgeBirth PlaceBirthdayCollegeCurrent StatusCurrent TeamExperienceHeight (inches)High SchoolHigh School LocationNumberPlayer IdPositionWeight (lbs)Years Played
Name
Evans, FredNaNGrand Rapids , MI5/23/1921Notre DameRetiredNaN3 Seasons71.00NaNNaNNaNfredevans/2513736NaN185.001946 - 1948
Raiff, JimNaNDayton , OH12/21/1930DaytonRetiredNaN1 Season70.00NaNNaNNaNjimraiff/2523700NaN235.001954 - 1954
Fowler, Bobby56.00Temple , TX9/11/1960Louisiana TechRetiredNaN1 Season74.00NaNNaNNaNbobbyfowler/2514295NaN230.001985 - 1985
Johnson, Quinn30.00New Orleans , LA9/30/1986LSURetiredNaN5 Seasons73.00NaNNaNNaNquinnjohnson/79593NaN255.002009 - 2013
Walton, L.T.25.00Detroit , MI3/31/1992Central MichiganActivePittsburgh Steelers3rd season77.00Clintondale HSClinton Twp.,Macomb Co., MI96.00l.t.walton/2552444DE305.00NaN
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" }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head(5)" ] }, { "cell_type": "code", "execution_count": 17, "id": "584d3118", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "584d3118", "outputId": "1c34db31-bda4-4906-9098-870aca71bd44" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of Rows in Basic_Stats.csv: 17172\n" ] } ], "source": [ "print('Number of Rows in Basic_Stats.csv: ' + str(len(df)))" ] }, { "cell_type": "code", "execution_count": 18, "id": "upQhIX7ZFH2E", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "upQhIX7ZFH2E", "outputId": "b1ac96b2-e998-475d-df22-6c08ac33b166" }, "outputs": [ { "data": { "text/plain": "Age True\nBirth Place True\nBirthday True\nCollege True\nCurrent Status False\nCurrent Team True\nExperience True\nHeight (inches) True\nHigh School True\nHigh School Location True\nNumber True\nPlayer Id False\nPosition True\nWeight (lbs) True\nYears Played True\ndtype: bool" }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#checking for missing values in df\n", "df.isna().any()" ] }, { "cell_type": "code", "execution_count": 19, "id": "7a130ab0", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "7a130ab0", "outputId": "c55bcc26-1ec6-4443-a359-145fde02299d" }, "outputs": [ { "data": { "text/plain": "Age 3668\nBirth Place 2378\nBirthday 337\nCollege 39\nCurrent Status 0\nCurrent Team 14076\nExperience 39\nHeight (inches) 146\nHigh School 14658\nHigh School Location 14662\nNumber 15464\nPlayer Id 0\nPosition 14076\nWeight (lbs) 51\nYears Played 3096\ndtype: int64" }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#checking the number of the missing values\n", "df.isna().sum()" ] }, { "cell_type": "code", "execution_count": 20, "id": "lk7D3qxcuYFG", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "lk7D3qxcuYFG", "outputId": "d047a130-dd8c-4b70-d200-801f4eaaf8da" }, "outputs": [ { "data": { "text/plain": "82690" }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#further description of missing values\n", "df.isna().sum().sum()" ] }, { "cell_type": "code", "execution_count": 21, "id": "278a40ca", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "278a40ca", "outputId": "d02f3727-05e9-4f02-f0f0-d4627daa0bf4" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of missing values in df: 82690\n" ] } ], "source": [ "#of missing values\n", "print('Number of missing values in df: ' + str(df.isna().sum().sum()))" ] }, { "cell_type": "code", "execution_count": 22, "id": "a61d44ac", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 378 }, "id": "a61d44ac", "outputId": "37cb4e19-9245-4058-8c52-6b4f967cb9fb" }, "outputs": [ { "data": { "text/plain": " Age Height (inches) Number Weight (lbs)\ncount 13504.00 17026.00 1708.00 17121.00\nmean 43.84 73.51 51.77 229.22\nstd 34.13 2.58 28.50 42.73\nmin 19.00 61.00 1.00 1.00\n25% 28.00 72.00 26.00 195.00\n50% 39.00 74.00 52.00 220.00\n75% 55.00 75.00 77.00 255.00\nmax 2017.00 82.00 99.00 375.00", "text/html": "
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AgeHeight (inches)NumberWeight (lbs)
count13504.0017026.001708.0017121.00
mean43.8473.5151.77229.22
std34.132.5828.5042.73
min19.0061.001.001.00
25%28.0072.0026.00195.00
50%39.0074.0052.00220.00
75%55.0075.0077.00255.00
max2017.0082.0099.00375.00
\n
" }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#getting a description of the df\n", "df.describe()" ] }, { "cell_type": "markdown", "id": "hGnko72b-tFJ", "metadata": { "id": "hGnko72b-tFJ" }, "source": [ "Passing Statistic Variables" ] }, { "cell_type": "code", "execution_count": 23, "id": "d31fe926", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 469 }, "id": "d31fe926", "outputId": "ce15f23f-8c9e-434f-9933-aaf04ba46277" }, "outputs": [ { "data": { "text/plain": " Age Birth Place Birthday College \\\nName \nEvans, Fred NaN Grand Rapids , MI 5/23/1921 Notre Dame \nRaiff, Jim NaN Dayton , OH 12/21/1930 Dayton \nFowler, Bobby 56.00 Temple , TX 9/11/1960 Louisiana Tech \nJohnson, Quinn 30.00 New Orleans , LA 9/30/1986 LSU \nWalton, L.T. 25.00 Detroit , MI 3/31/1992 Central Michigan \n\n Current Status Current Team Experience \\\nName \nEvans, Fred Retired NaN 3 Seasons \nRaiff, Jim Retired NaN 1 Season \nFowler, Bobby Retired NaN 1 Season \nJohnson, Quinn Retired NaN 5 Seasons \nWalton, L.T. Active Pittsburgh Steelers 3rd season \n\n Height (inches) High School High School Location \\\nName \nEvans, Fred 71.00 NaN NaN \nRaiff, Jim 70.00 NaN NaN \nFowler, Bobby 74.00 NaN NaN \nJohnson, Quinn 73.00 NaN NaN \nWalton, L.T. 77.00 Clintondale HS Clinton Twp.,Macomb Co., MI \n\n Number Player Id Position Weight (lbs) \\\nName \nEvans, Fred NaN fredevans/2513736 NaN 185.00 \nRaiff, Jim NaN jimraiff/2523700 NaN 235.00 \nFowler, Bobby NaN bobbyfowler/2514295 NaN 230.00 \nJohnson, Quinn NaN quinnjohnson/79593 NaN 255.00 \nWalton, L.T. 96.00 l.t.walton/2552444 DE 305.00 \n\n Years Played \nName \nEvans, Fred 1946 - 1948 \nRaiff, Jim 1954 - 1954 \nFowler, Bobby 1985 - 1985 \nJohnson, Quinn 2009 - 2013 \nWalton, L.T. NaN ", "text/html": "
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AgeBirth PlaceBirthdayCollegeCurrent StatusCurrent TeamExperienceHeight (inches)High SchoolHigh School LocationNumberPlayer IdPositionWeight (lbs)Years Played
Name
Evans, FredNaNGrand Rapids , MI5/23/1921Notre DameRetiredNaN3 Seasons71.00NaNNaNNaNfredevans/2513736NaN185.001946 - 1948
Raiff, JimNaNDayton , OH12/21/1930DaytonRetiredNaN1 Season70.00NaNNaNNaNjimraiff/2523700NaN235.001954 - 1954
Fowler, Bobby56.00Temple , TX9/11/1960Louisiana TechRetiredNaN1 Season74.00NaNNaNNaNbobbyfowler/2514295NaN230.001985 - 1985
Johnson, Quinn30.00New Orleans , LA9/30/1986LSURetiredNaN5 Seasons73.00NaNNaNNaNquinnjohnson/79593NaN255.002009 - 2013
Walton, L.T.25.00Detroit , MI3/31/1992Central MichiganActivePittsburgh Steelers3rd season77.00Clintondale HSClinton Twp.,Macomb Co., MI96.00l.t.walton/2552444DE305.00NaN
\n
" }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head(5)" ] }, { "cell_type": "code", "execution_count": 24, "id": "MP33q46d4L28", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "MP33q46d4L28", "outputId": "33b1a7fb-d085-4498-d5ce-c46dfb384506" }, "outputs": [ { "data": { "text/plain": " Age Birth Place Birthday College Current Status \\\nName \nPepper, null NaN NaN NaN NaN Retired \nAnderson, null NaN NaN NaN NaN Retired \nJohnson, Len NaN NaN NaN NaN Retired \nEttenhaus, Earl NaN NaN NaN NaN Retired \nKnack, Glenn NaN NaN NaN NaN Retired \nEgan, Dick NaN NaN NaN NaN Retired \nBarsha, Johnny NaN NaN NaN NaN Retired \nGorman, Doc NaN NaN NaN NaN Retired \nLewis, Franklin NaN NaN NaN NaN Retired \nWarren, null NaN NaN NaN NaN Retired \nHarris, Fatty NaN NaN NaN NaN Retired \nRice, null NaN NaN NaN NaN Retired \nGates, null NaN NaN NaN NaN Retired \nGabler, John NaN NaN NaN NaN Retired \nHanson, Hal NaN NaN NaN NaN Retired \nFord, Jason NaN NaN NaN NaN Retired \nBancroft, Hugh NaN NaN NaN NaN Retired \nEspie, Al NaN NaN NaN NaN Retired \nKellogg, Parks NaN NaN NaN NaN Retired \nDeLaPorte, Darroll NaN NaN NaN NaN Retired \nEissler, Alfred NaN NaN NaN NaN Retired \nOhmer, Mike NaN NaN NaN NaN Retired \nLarson, Swede NaN NaN NaN NaN Retired \nPetty, Larry NaN NaN NaN NaN Retired \nWard, null NaN NaN NaN NaN Retired \nAtcheson, Burl NaN NaN NaN NaN Retired \nMathewson, null NaN NaN NaN NaN Retired \nCassidy, null NaN NaN NaN NaN Retired \nEmslie, Red NaN NaN NaN NaN Retired \nHaas, Bob NaN NaN NaN NaN Retired \nTalbott, Jim NaN NaN NaN NaN Retired \nCatalano, Tony NaN NaN NaN NaN Retired \nMartin, Joe NaN NaN NaN NaN Retired \nSanborn, William NaN NaN NaN NaN Retired \nEagle Feather, null NaN NaN NaN NaN Retired \nKane, Jim NaN NaN NaN NaN Retired \nJetmore, Cliff NaN NaN NaN NaN Retired \nBacknor, null NaN NaN NaN NaN Retired \nTallman, Charles NaN NaN NaN NaN Retired \n\n Current Team Experience Height (inches) High School \\\nName \nPepper, null NaN NaN NaN NaN \nAnderson, null NaN NaN NaN NaN \nJohnson, Len NaN NaN NaN NaN \nEttenhaus, Earl NaN NaN NaN NaN \nKnack, Glenn NaN NaN NaN NaN \nEgan, Dick NaN NaN NaN NaN \nBarsha, Johnny NaN NaN NaN NaN \nGorman, Doc NaN NaN NaN NaN \nLewis, Franklin NaN NaN NaN NaN \nWarren, null NaN NaN NaN NaN \nHarris, Fatty NaN NaN NaN NaN \nRice, null NaN NaN NaN NaN \nGates, null NaN NaN NaN NaN \nGabler, John NaN NaN NaN NaN \nHanson, Hal NaN NaN NaN NaN \nFord, Jason NaN NaN NaN NaN \nBancroft, Hugh NaN NaN NaN NaN \nEspie, Al NaN NaN NaN NaN \nKellogg, Parks NaN NaN NaN NaN \nDeLaPorte, Darroll NaN NaN NaN NaN \nEissler, Alfred NaN NaN NaN NaN \nOhmer, Mike NaN NaN NaN NaN \nLarson, Swede NaN NaN NaN NaN \nPetty, Larry NaN NaN NaN NaN \nWard, null NaN NaN NaN NaN \nAtcheson, Burl NaN NaN NaN NaN \nMathewson, null NaN NaN NaN NaN \nCassidy, null NaN NaN NaN NaN \nEmslie, Red NaN NaN NaN NaN \nHaas, Bob NaN NaN NaN NaN \nTalbott, Jim NaN NaN NaN NaN \nCatalano, Tony NaN NaN NaN NaN \nMartin, Joe NaN NaN NaN NaN \nSanborn, William NaN NaN NaN NaN \nEagle Feather, null NaN NaN NaN NaN \nKane, Jim NaN NaN NaN NaN \nJetmore, Cliff NaN NaN NaN NaN \nBacknor, null NaN NaN NaN NaN \nTallman, Charles NaN NaN NaN NaN \n\n High School Location Number Player Id \\\nName \nPepper, null NaN NaN pepper/2522995 \nAnderson, null NaN NaN anderson/2508459 \nJohnson, Len NaN NaN lenjohnson/2517705 \nEttenhaus, Earl NaN NaN earlettenhaus/2513724 \nKnack, Glenn NaN NaN glennknack/2518622 \nEgan, Dick NaN NaN dickegan/2513504 \nBarsha, Johnny NaN NaN johnnybarsha/2509096 \nGorman, Doc NaN NaN docgorman/2515106 \nLewis, Franklin NaN NaN franklinlewis/2519437 \nWarren, null NaN NaN warren/2528249 \nHarris, Fatty NaN NaN fattyharris/2515935 \nRice, null NaN NaN rice/2524051 \nGates, null NaN NaN gates/2514695 \nGabler, John NaN NaN johngabler/2514516 \nHanson, Hal NaN NaN halhanson/2515776 \nFord, Jason NaN NaN jasonford/2534859 \nBancroft, Hugh NaN NaN hughbancroft/2508942 \nEspie, Al NaN NaN alespie/2513699 \nKellogg, Parks NaN NaN parkskellogg/2518276 \nDeLaPorte, Darroll NaN NaN darrolldelaporte/2512741 \nEissler, Alfred NaN NaN alfredeissler/2513529 \nOhmer, Mike NaN NaN mikeohmer/2522422 \nLarson, Swede NaN NaN swedelarson/2519110 \nPetty, Larry NaN NaN larrypetty/2523137 \nWard, null NaN NaN ward/2528211 \nAtcheson, Burl NaN NaN burlatcheson/2508703 \nMathewson, null NaN NaN mathewson/2520328 \nCassidy, null NaN NaN cassidy/2511261 \nEmslie, Red NaN NaN redemslie/2513635 \nHaas, Bob NaN NaN bobhaas/2515536 \nTalbott, Jim NaN NaN jimtalbott/2526994 \nCatalano, Tony NaN NaN tonycatalano/2511277 \nMartin, Joe NaN NaN joemartin/2520252 \nSanborn, William NaN NaN williamsanborn/2524841 \nEagle Feather, null NaN NaN eaglefeather/2513396 \nKane, Jim NaN NaN jimkane/2518120 \nJetmore, Cliff NaN NaN cliffjetmore/2517533 \nBacknor, null NaN NaN backnor/2508807 \nTallman, Charles NaN NaN charlestallman/2527003 \n\n Position Weight (lbs) Years Played \nName \nPepper, null NaN NaN 1920 - 1920 \nAnderson, null NaN NaN 1922 - 1922 \nJohnson, Len NaN NaN 1926 - 1926 \nEttenhaus, Earl NaN NaN 1921 - 1921 \nKnack, Glenn NaN NaN 1922 - 1924 \nEgan, Dick NaN NaN 1924 - 1924 \nBarsha, Johnny NaN NaN 1920 - 1920 \nGorman, Doc NaN NaN 1921 - 1921 \nLewis, Franklin NaN NaN 1931 - 1931 \nWarren, null NaN NaN 1920 - 1920 \nHarris, Fatty NaN NaN 1921 - 1921 \nRice, null NaN NaN 1921 - 1921 \nGates, null NaN NaN 1920 - 1920 \nGabler, John NaN NaN 1925 - 1926 \nHanson, Hal NaN NaN 1928 - 1930 \nFord, Jason NaN NaN 2012 - 2012 \nBancroft, Hugh NaN NaN 1923 - 1923 \nEspie, Al NaN NaN 1923 - 1923 \nKellogg, Parks NaN NaN 1921 - 1921 \nDeLaPorte, Darroll NaN NaN 1925 - 1925 \nEissler, Alfred NaN NaN 1920 - 1920 \nOhmer, Mike NaN NaN 1921 - 1921 \nLarson, Swede NaN NaN 1920 - 1923 \nPetty, Larry NaN NaN 1920 - 1920 \nWard, null NaN NaN 1920 - 1920 \nAtcheson, Burl NaN NaN 1922 - 1922 \nMathewson, null NaN NaN 1920 - 1920 \nCassidy, null NaN NaN 1921 - 1921 \nEmslie, Red NaN NaN 1923 - 1923 \nHaas, Bob NaN NaN 1929 - 1929 \nTalbott, Jim NaN NaN 1920 - 1920 \nCatalano, Tony NaN NaN 1920 - 1920 \nMartin, Joe NaN NaN 1921 - 1921 \nSanborn, William NaN NaN 1921 - 1921 \nEagle Feather, null NaN NaN 1922 - 1923 \nKane, Jim NaN NaN 1920 - 1920 \nJetmore, Cliff NaN NaN 1923 - 1923 \nBacknor, null NaN NaN 1921 - 1921 \nTallman, Charles NaN NaN 1921 - 1921 ", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
AgeBirth PlaceBirthdayCollegeCurrent StatusCurrent TeamExperienceHeight (inches)High SchoolHigh School LocationNumberPlayer IdPositionWeight (lbs)Years Played
Name
Pepper, nullNaNNaNNaNNaNRetiredNaNNaNNaNNaNNaNNaNpepper/2522995NaNNaN1920 - 1920
Anderson, nullNaNNaNNaNNaNRetiredNaNNaNNaNNaNNaNNaNanderson/2508459NaNNaN1922 - 1922
Johnson, LenNaNNaNNaNNaNRetiredNaNNaNNaNNaNNaNNaNlenjohnson/2517705NaNNaN1926 - 1926
Ettenhaus, EarlNaNNaNNaNNaNRetiredNaNNaNNaNNaNNaNNaNearlettenhaus/2513724NaNNaN1921 - 1921
Knack, GlennNaNNaNNaNNaNRetiredNaNNaNNaNNaNNaNNaNglennknack/2518622NaNNaN1922 - 1924
Egan, DickNaNNaNNaNNaNRetiredNaNNaNNaNNaNNaNNaNdickegan/2513504NaNNaN1924 - 1924
Barsha, JohnnyNaNNaNNaNNaNRetiredNaNNaNNaNNaNNaNNaNjohnnybarsha/2509096NaNNaN1920 - 1920
Gorman, DocNaNNaNNaNNaNRetiredNaNNaNNaNNaNNaNNaNdocgorman/2515106NaNNaN1921 - 1921
Lewis, FranklinNaNNaNNaNNaNRetiredNaNNaNNaNNaNNaNNaNfranklinlewis/2519437NaNNaN1931 - 1931
Warren, nullNaNNaNNaNNaNRetiredNaNNaNNaNNaNNaNNaNwarren/2528249NaNNaN1920 - 1920
Harris, FattyNaNNaNNaNNaNRetiredNaNNaNNaNNaNNaNNaNfattyharris/2515935NaNNaN1921 - 1921
Rice, nullNaNNaNNaNNaNRetiredNaNNaNNaNNaNNaNNaNrice/2524051NaNNaN1921 - 1921
Gates, nullNaNNaNNaNNaNRetiredNaNNaNNaNNaNNaNNaNgates/2514695NaNNaN1920 - 1920
Gabler, JohnNaNNaNNaNNaNRetiredNaNNaNNaNNaNNaNNaNjohngabler/2514516NaNNaN1925 - 1926
Hanson, HalNaNNaNNaNNaNRetiredNaNNaNNaNNaNNaNNaNhalhanson/2515776NaNNaN1928 - 1930
Ford, JasonNaNNaNNaNNaNRetiredNaNNaNNaNNaNNaNNaNjasonford/2534859NaNNaN2012 - 2012
Bancroft, HughNaNNaNNaNNaNRetiredNaNNaNNaNNaNNaNNaNhughbancroft/2508942NaNNaN1923 - 1923
Espie, AlNaNNaNNaNNaNRetiredNaNNaNNaNNaNNaNNaNalespie/2513699NaNNaN1923 - 1923
Kellogg, ParksNaNNaNNaNNaNRetiredNaNNaNNaNNaNNaNNaNparkskellogg/2518276NaNNaN1921 - 1921
DeLaPorte, DarrollNaNNaNNaNNaNRetiredNaNNaNNaNNaNNaNNaNdarrolldelaporte/2512741NaNNaN1925 - 1925
Eissler, AlfredNaNNaNNaNNaNRetiredNaNNaNNaNNaNNaNNaNalfredeissler/2513529NaNNaN1920 - 1920
Ohmer, MikeNaNNaNNaNNaNRetiredNaNNaNNaNNaNNaNNaNmikeohmer/2522422NaNNaN1921 - 1921
Larson, SwedeNaNNaNNaNNaNRetiredNaNNaNNaNNaNNaNNaNswedelarson/2519110NaNNaN1920 - 1923
Petty, LarryNaNNaNNaNNaNRetiredNaNNaNNaNNaNNaNNaNlarrypetty/2523137NaNNaN1920 - 1920
Ward, nullNaNNaNNaNNaNRetiredNaNNaNNaNNaNNaNNaNward/2528211NaNNaN1920 - 1920
Atcheson, BurlNaNNaNNaNNaNRetiredNaNNaNNaNNaNNaNNaNburlatcheson/2508703NaNNaN1922 - 1922
Mathewson, nullNaNNaNNaNNaNRetiredNaNNaNNaNNaNNaNNaNmathewson/2520328NaNNaN1920 - 1920
Cassidy, nullNaNNaNNaNNaNRetiredNaNNaNNaNNaNNaNNaNcassidy/2511261NaNNaN1921 - 1921
Emslie, RedNaNNaNNaNNaNRetiredNaNNaNNaNNaNNaNNaNredemslie/2513635NaNNaN1923 - 1923
Haas, BobNaNNaNNaNNaNRetiredNaNNaNNaNNaNNaNNaNbobhaas/2515536NaNNaN1929 - 1929
Talbott, JimNaNNaNNaNNaNRetiredNaNNaNNaNNaNNaNNaNjimtalbott/2526994NaNNaN1920 - 1920
Catalano, TonyNaNNaNNaNNaNRetiredNaNNaNNaNNaNNaNNaNtonycatalano/2511277NaNNaN1920 - 1920
Martin, JoeNaNNaNNaNNaNRetiredNaNNaNNaNNaNNaNNaNjoemartin/2520252NaNNaN1921 - 1921
Sanborn, WilliamNaNNaNNaNNaNRetiredNaNNaNNaNNaNNaNNaNwilliamsanborn/2524841NaNNaN1921 - 1921
Eagle Feather, nullNaNNaNNaNNaNRetiredNaNNaNNaNNaNNaNNaNeaglefeather/2513396NaNNaN1922 - 1923
Kane, JimNaNNaNNaNNaNRetiredNaNNaNNaNNaNNaNNaNjimkane/2518120NaNNaN1920 - 1920
Jetmore, CliffNaNNaNNaNNaNRetiredNaNNaNNaNNaNNaNNaNcliffjetmore/2517533NaNNaN1923 - 1923
Backnor, nullNaNNaNNaNNaNRetiredNaNNaNNaNNaNNaNNaNbacknor/2508807NaNNaN1921 - 1921
Tallman, CharlesNaNNaNNaNNaNRetiredNaNNaNNaNNaNNaNNaNcharlestallman/2527003NaNNaN1921 - 1921
\n
" }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#taking a look at the missing values\n", "df[df.Experience.isnull()]" ] }, { "cell_type": "markdown", "id": "1Hg_2fg-sA_t", "metadata": { "id": "1Hg_2fg-sA_t" }, "source": [ "# Data Cleaning of df" ] }, { "cell_type": "code", "execution_count": 25, "id": "ZaSDg0hwFNAD", "metadata": { "id": "ZaSDg0hwFNAD" }, "outputs": [], "source": [ "#dropping missing values from the'Height' column as there are only 146 of 82690 values missing\n", "df.dropna(how = 'any', subset=['Height (inches)'], inplace=True)" ] }, { "cell_type": "code", "execution_count": 26, "id": "B1KU0gnOF8VH", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "B1KU0gnOF8VH", "outputId": "7b647ee6-d8a3-4635-9331-44d94b2406c7" }, "outputs": [ { "data": { "text/plain": "Age True\nBirth Place True\nBirthday True\nCollege False\nCurrent Status False\nCurrent Team True\nExperience False\nHeight (inches) False\nHigh School True\nHigh School Location True\nNumber True\nPlayer Id False\nPosition True\nWeight (lbs) True\nYears Played True\ndtype: bool" }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.isna().any()" ] }, { "cell_type": "code", "execution_count": 27, "id": "AloSD5awwKF4", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "AloSD5awwKF4", "outputId": "f72c06b5-6870-4129-d2df-bf71505025b6" }, "outputs": [ { "data": { "text/plain": "count 8525.00\nmean 32.23\nstd 40.49\nmin 0.00\n25% 0.00\n50% 0.00\n75% 64.90\nmax 158.30\nName: Passer Rating, dtype: float64" }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#exploring the Passer Rating Column in df_pass\n", "df_pass['Passer Rating'].describe()" ] }, { "cell_type": "code", "execution_count": 28, "id": "j_actOH0wh6u", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "j_actOH0wh6u", "outputId": "b56e621b-c37c-4751-c473-c7cf3020c958" }, "outputs": [ { "data": { "text/plain": "0" }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#checking for missing values in the Passer Rating column in df_pass\n", "df_pass['Passer Rating'].isna().sum()" ] }, { "cell_type": "markdown", "id": "0y9eddf6_AIC", "metadata": { "id": "0y9eddf6_AIC" }, "source": [ "Data Cleaning of 'Years Played', 'Experience', and 'Seasons' Columns#" ] }, { "cell_type": "code", "execution_count": 29, "id": "kMqLknXMoo8c", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "kMqLknXMoo8c", "outputId": "658b8f3f-f103-4ae2-8d3e-726e46b7cac6" }, "outputs": [ { "data": { "text/plain": "Name\nEvans, Fred 1946 - 1948\nRaiff, Jim 1954 - 1954\nFowler, Bobby 1985 - 1985\nJohnson, Quinn 2009 - 2013\nWalton, L.T. NaN\n ... \nGoovert, Ron 1967 - 1967\nFolsom, J.D. 2009 - 2010\nReader, Jamie 2001 - 2001\nBarnett, Solon 1945 - 1946\nJohnson, Byron 1987 - 1987\nName: Years Played, Length: 17026, dtype: object" }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#checking the ['Years Played'] column; note the mix of numbers and strings; will need to convert this for easier data analysis\n", "df['Years Played']" ] }, { "cell_type": "code", "execution_count": 30, "id": "QOuht9wUpJdZ", "metadata": { "id": "QOuht9wUpJdZ" }, "outputs": [], "source": [ "#Make a column for the start year\n", "#df['Start_Year']=df['Years Played'] then some code to indicate the first 4 characters\n", "df[['Year Start','Year End']] = df['Years Played'].str.replace(')','',regex=True)\\\n", " .replace(' ','')\\\n", " .str.split('-',expand=True)" ] }, { "cell_type": "code", "execution_count": 31, "id": "UZHEYXyIR3gD", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "UZHEYXyIR3gD", "outputId": "a22ad25e-f354-4d9a-d9d8-b5d356a1a2b5" }, "outputs": [ { "data": { "text/plain": "3096" }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#determining how many null values are in the 'Year End' column\n", "df['Year End'].isnull().sum()" ] }, { "cell_type": "code", "execution_count": 32, "id": "5wEhosRpUyWC", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 435 }, "id": "5wEhosRpUyWC", "outputId": "08ec5d7d-9950-4035-ac7e-5bee5399c671" }, "outputs": [ { "data": { "text/plain": " Age Birth Place Birthday College \\\nName \nWalton, L.T. 25.00 Detroit , MI 3/31/1992 Central Michigan \nLeggett, Jordan 22.00 Navarre , FL 1/31/1995 Clemson \nGarner, Manasseh 25.00 NaN 3/11/1992 Pittsburgh \nColeman, Kurt 29.00 Dayton , OH 4/1/1988 Ohio State \nCarrie, T.J. 26.00 Rodeo , CA 7/28/1990 Ohio U. \n\n Current Status Current Team Experience \\\nName \nWalton, L.T. Active Pittsburgh Steelers 3rd season \nLeggett, Jordan Active New York Jets Rookie \nGarner, Manasseh Active Washington Redskins 1st season \nColeman, Kurt Active Carolina Panthers 8th season \nCarrie, T.J. Active Oakland Raiders 4th season \n\n Height (inches) High School \\\nName \nWalton, L.T. 77.00 Clintondale HS \nLeggett, Jordan 77.00 Navarre HS \nGarner, Manasseh 74.00 NaN \nColeman, Kurt 71.00 Northmont HS \nCarrie, T.J. 72.00 De La Salle HS \n\n High School Location Number Player Id \\\nName \nWalton, L.T. Clinton Twp.,Macomb Co., MI 96.00 l.t.walton/2552444 \nLeggett, Jordan FL NaN jordanleggett/2557885 \nGarner, Manasseh NaN NaN manassehgarner/2553801 \nColeman, Kurt Clayton, OH 20.00 kurtcoleman/494261 \nCarrie, T.J. Concord, CA 38.00 t.j.carrie/2550164 \n\n Position Weight (lbs) Years Played Year Start Year End \nName \nWalton, L.T. DE 305.00 NaN NaN NaN \nLeggett, Jordan TE 250.00 NaN NaN NaN \nGarner, Manasseh TE 220.00 NaN NaN NaN \nColeman, Kurt SS 200.00 NaN NaN NaN \nCarrie, T.J. SS 205.00 NaN NaN NaN ", "text/html": "
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AgeBirth PlaceBirthdayCollegeCurrent StatusCurrent TeamExperienceHeight (inches)High SchoolHigh School LocationNumberPlayer IdPositionWeight (lbs)Years PlayedYear StartYear End
Name
Walton, L.T.25.00Detroit , MI3/31/1992Central MichiganActivePittsburgh Steelers3rd season77.00Clintondale HSClinton Twp.,Macomb Co., MI96.00l.t.walton/2552444DE305.00NaNNaNNaN
Leggett, Jordan22.00Navarre , FL1/31/1995ClemsonActiveNew York JetsRookie77.00Navarre HSFLNaNjordanleggett/2557885TE250.00NaNNaNNaN
Garner, Manasseh25.00NaN3/11/1992PittsburghActiveWashington Redskins1st season74.00NaNNaNNaNmanassehgarner/2553801TE220.00NaNNaNNaN
Coleman, Kurt29.00Dayton , OH4/1/1988Ohio StateActiveCarolina Panthers8th season71.00Northmont HSClayton, OH20.00kurtcoleman/494261SS200.00NaNNaNNaN
Carrie, T.J.26.00Rodeo , CA7/28/1990Ohio U.ActiveOakland Raiders4th season72.00De La Salle HSConcord, CA38.00t.j.carrie/2550164SS205.00NaNNaNNaN
\n
" }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ " #checking the isnull values for year start and year end\n", " #maybe find the database year and subtract the seasons from that value to = year start?\n", " df[df['Year End'].isnull()].head(5)" ] }, { "cell_type": "code", "execution_count": 33, "id": "167wbnWW4ija", "metadata": { "id": "167wbnWW4ija" }, "outputs": [], "source": [ "#made a copy of df under df2\n", "df2 = df.copy()" ] }, { "cell_type": "code", "execution_count": 34, "id": "Td3aKK6J5c6u", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Td3aKK6J5c6u", "outputId": "5a2c4050-ba29-427e-dfb9-bcf07840813d" }, "outputs": [ { "data": { "text/plain": "(17026, 17)" }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#verifying that df and df2 are identical\n", "df.shape" ] }, { "cell_type": "code", "execution_count": 35, "id": "vX6lAPs-5iJb", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "vX6lAPs-5iJb", "outputId": "aa72d78b-e463-4e33-bc05-3728048b3ff4" }, "outputs": [ { "data": { "text/plain": "(17026, 17)" }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#verifying that df and df2 are identical\n", "df2.shape" ] }, { "cell_type": "code", "execution_count": 36, "id": "rzCO28Pqy8l5", "metadata": { "id": "rzCO28Pqy8l5" }, "outputs": [], "source": [ "#filled 'Year End' nan values with 2017, the year the database ends\n", "df2['Year End'].fillna(value=2017, inplace= True)" ] }, { "cell_type": "code", "execution_count": 37, "id": "oIlNZtfr0jwJ", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "oIlNZtfr0jwJ", "outputId": "4894e671-eb5e-414b-e8e9-9b12ae5492dc" }, "outputs": [ { "data": { "text/plain": "Name\nEvans, Fred 1948\nRaiff, Jim 1954\nFowler, Bobby 1985\nJohnson, Quinn 2013\nWalton, L.T. 2017\n ... \nGoovert, Ron 1967\nFolsom, J.D. 2010\nReader, Jamie 2001\nBarnett, Solon 1946\nJohnson, Byron 1987\nName: Year End, Length: 17026, dtype: int64" }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#converted all string values to integer values in the 'Year End' column\n", "df2['Year End'].apply(lambda x: int(x))" ] }, { "cell_type": "code", "execution_count": 38, "id": "Q7yfVx8d0HNP", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 469 }, "id": "Q7yfVx8d0HNP", "outputId": "614e008f-ec4f-42d5-b6c7-57e71e9f50db" }, "outputs": [ { "data": { "text/plain": " Age Birth Place Birthday College \\\nName \nEvans, Fred NaN Grand Rapids , MI 5/23/1921 Notre Dame \nRaiff, Jim NaN Dayton , OH 12/21/1930 Dayton \nFowler, Bobby 56.00 Temple , TX 9/11/1960 Louisiana Tech \nJohnson, Quinn 30.00 New Orleans , LA 9/30/1986 LSU \nWalton, L.T. 25.00 Detroit , MI 3/31/1992 Central Michigan \n\n Current Status Current Team Experience \\\nName \nEvans, Fred Retired NaN 3 Seasons \nRaiff, Jim Retired NaN 1 Season \nFowler, Bobby Retired NaN 1 Season \nJohnson, Quinn Retired NaN 5 Seasons \nWalton, L.T. Active Pittsburgh Steelers 3rd season \n\n Height (inches) High School High School Location \\\nName \nEvans, Fred 71.00 NaN NaN \nRaiff, Jim 70.00 NaN NaN \nFowler, Bobby 74.00 NaN NaN \nJohnson, Quinn 73.00 NaN NaN \nWalton, L.T. 77.00 Clintondale HS Clinton Twp.,Macomb Co., MI \n\n Number Player Id Position Weight (lbs) \\\nName \nEvans, Fred NaN fredevans/2513736 NaN 185.00 \nRaiff, Jim NaN jimraiff/2523700 NaN 235.00 \nFowler, Bobby NaN bobbyfowler/2514295 NaN 230.00 \nJohnson, Quinn NaN quinnjohnson/79593 NaN 255.00 \nWalton, L.T. 96.00 l.t.walton/2552444 DE 305.00 \n\n Years Played Year Start Year End \nName \nEvans, Fred 1946 - 1948 1946 1948 \nRaiff, Jim 1954 - 1954 1954 1954 \nFowler, Bobby 1985 - 1985 1985 1985 \nJohnson, Quinn 2009 - 2013 2009 2013 \nWalton, L.T. NaN NaN 2017 ", "text/html": "
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AgeBirth PlaceBirthdayCollegeCurrent StatusCurrent TeamExperienceHeight (inches)High SchoolHigh School LocationNumberPlayer IdPositionWeight (lbs)Years PlayedYear StartYear End
Name
Evans, FredNaNGrand Rapids , MI5/23/1921Notre DameRetiredNaN3 Seasons71.00NaNNaNNaNfredevans/2513736NaN185.001946 - 194819461948
Raiff, JimNaNDayton , OH12/21/1930DaytonRetiredNaN1 Season70.00NaNNaNNaNjimraiff/2523700NaN235.001954 - 195419541954
Fowler, Bobby56.00Temple , TX9/11/1960Louisiana TechRetiredNaN1 Season74.00NaNNaNNaNbobbyfowler/2514295NaN230.001985 - 198519851985
Johnson, Quinn30.00New Orleans , LA9/30/1986LSURetiredNaN5 Seasons73.00NaNNaNNaNquinnjohnson/79593NaN255.002009 - 201320092013
Walton, L.T.25.00Detroit , MI3/31/1992Central MichiganActivePittsburgh Steelers3rd season77.00Clintondale HSClinton Twp.,Macomb Co., MI96.00l.t.walton/2552444DE305.00NaNNaN2017
\n
" }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#checking df2\n", "df2.head(5)" ] }, { "cell_type": "code", "execution_count": 39, "id": "fpCWRSOa5j4J", "metadata": { "id": "fpCWRSOa5j4J" }, "outputs": [], "source": [ "#dropped all missing values from the experience column\n", "df2.dropna(how='any',subset=['Experience'],inplace=True)" ] }, { "cell_type": "code", "execution_count": 40, "id": "hy5bzPi76zce", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "hy5bzPi76zce", "outputId": "6d39f6ea-7e4e-4f73-fe0a-55b204127206" }, "outputs": [ { "data": { "text/plain": "Age True\nBirth Place True\nBirthday True\nCollege False\nCurrent Status False\nCurrent Team True\nExperience False\nHeight (inches) False\nHigh School True\nHigh School Location True\nNumber True\nPlayer Id False\nPosition True\nWeight (lbs) True\nYears Played True\nYear Start True\nYear End False\ndtype: bool" }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#verified that all missing values from the experience column were dropped\n", "df2.isnull().any()" ] }, { "cell_type": "code", "execution_count": 41, "id": "sfDAfyvAmqi7", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "sfDAfyvAmqi7", "outputId": "92823a50-6811-4e2a-e8fb-9c9fd9ffec4f" }, "outputs": [ { "data": { "text/plain": "count 13930\nunique 97\ntop 1987 \nfreq 706\nName: Year Start, dtype: object" }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#understanding the Year start data\n", "df2['Year Start'].describe()" ] }, { "cell_type": "code", "execution_count": 42, "id": "IhF0_eWGplZM", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "IhF0_eWGplZM", "outputId": "766730e7-ddf0-4fba-db5a-d373399a36a4" }, "outputs": [ { "data": { "text/plain": "array(['3 Seasons', '1 Season', '5 Seasons', '3rd season', 'Rookie',\n '8 Seasons', '2 Seasons', '1st season', '9 Seasons', '10 Seasons',\n '4 Seasons', '7 Seasons', '8th season', '4th season', '6 Seasons',\n '11 Seasons', '0 Season', '2nd season', '6th season', '12 Seasons',\n '11th season', '13 Seasons', '9th season', '7th season',\n '5th season', '17 Seasons', '18th season', '18 Seasons',\n '14th season', '14 Seasons', '10th season', '15 Seasons',\n '12th season', '23 Seasons', '16 Seasons', '19 Seasons',\n '19th season', '20 Seasons', '13th season', '17th season',\n '15th season', '21 Seasons', '16th season', '22nd season',\n '22 Seasons', '25 Seasons'], dtype=object)" }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Checking'Experience' column unique values\n", "df.Experience.unique()" ] }, { "cell_type": "code", "execution_count": 43, "id": "2J4vtzeD0ElN", "metadata": { "id": "2J4vtzeD0ElN" }, "outputs": [], "source": [ "#made a function to make the clean the 'Experience' column\n", "def experience_preprocess (seasons):\n", " seasons_str_list = []\n", " for n in seasons:\n", " formatted_string = n.replace(' ',''\n", " ).replace('Seasons',''\n", " ).replace('seasons',''\n", " ).replace('Season',''\n", " ).replace('season',''\n", " ).replace('st',''\n", " ).replace('nd',''\n", " ).replace('rd',''\n", " ).replace('th',''\n", " ).replace('Rookie','1' \n", " ).split(\n", " )\n", " seasons_str_list.extend(formatted_string)\n", " return seasons_str_list" ] }, { "cell_type": "code", "execution_count": 44, "id": "9yRYIjRN3Rio", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 854 }, "id": "9yRYIjRN3Rio", "outputId": "ba41ba33-8e5f-451d-8915-487d64bcd4bf" }, "outputs": [ { "data": { "text/plain": " Age Birth Place Birthday College \\\nName \nRiley, Perry 29.00 Atlanta , GA 5/3/1988 LSU \nDray, Jim 30.00 New Milford , NJ 12/31/1986 Stanford \nSmith, Daryl 35.00 Albany , GA 3/14/1982 Georgia Tech \nRichardson, Daryl 27.00 Vernon , TX 4/12/1990 Abilene Christian \nPorter, Tracy 30.00 Port Allen , LA 8/11/1986 Indiana \n... ... ... ... ... \nSmith, Devin 25.00 Akron , OH 3/3/1992 Ohio State \nWhitner, Donte 31.00 Cleveland , OH 7/24/1985 Ohio State \nCameron, Jordan 28.00 Los Angeles Co. , CA 8/7/1988 USC \nReyes, Kendall 27.00 USA 9/26/1989 Connecticut \nMagloire, Paul 24.00 NaN 12/16/1992 Arizona \n\n Current Status Current Team Experience \\\nName \nRiley, Perry Unsigned free agent Oakland Raiders 8th season \nDray, Jim Unsigned free agent San Francisco 49ers 8th season \nSmith, Daryl Unsigned free agent Tampa Bay Buccaneers 14th season \nRichardson, Daryl Unsigned free agent Jacksonville Jaguars 4th season \nPorter, Tracy Unsigned free agent Chicago Bears 10th season \n... ... ... ... \nSmith, Devin Injured reserve New York Jets 3rd season \nWhitner, Donte Unsigned free agent Washington Redskins 12th season \nCameron, Jordan Unsigned free agent Miami Dolphins 7th season \nReyes, Kendall Unsigned free agent Kansas City Chiefs 6th season \nMagloire, Paul Injured reserve Tampa Bay Buccaneers Rookie \n\n Height (inches) High School High School Location \\\nName \nRiley, Perry 72.00 Stephenson HS Stone Mountain, GA \nDray, Jim 77.00 Bergen Catholic HS Oradell, NJ \nSmith, Daryl 74.00 Dougherty HS Albany, GA \nRichardson, Daryl 71.00 Sandalwood HS Jacksonville, FL \nPorter, Tracy 71.00 Port Allen HS LA \n... ... ... ... \nSmith, Devin 73.00 Washington HS Massillon, OH \nWhitner, Donte 70.00 Glenville HS Cleveland, OH \nCameron, Jordan 77.00 Newbury Park HS CA \nReyes, Kendall 76.00 Nashua HS North \nMagloire, Paul 73.00 NaN NaN \n\n Number Player Id Position Weight (lbs) \\\nName \nRiley, Perry 54.00 perryriley/496949 MLB 240.00 \nDray, Jim 49.00 jimdray/497226 TE 255.00 \nSmith, Daryl 51.00 darylsmith/2506029 OLB 250.00 \nRichardson, Daryl 38.00 darylrichardson/2534789 RB 196.00 \nPorter, Tracy 21.00 tracyporter/2507471 CB 200.00 \n... ... ... ... ... \nSmith, Devin NaN devinsmith/2553434 WR 199.00 \nWhitner, Donte 39.00 dontewhitner/2495988 SS 208.00 \nCameron, Jordan 84.00 jordancameron/2495267 TE 265.00 \nReyes, Kendall 98.00 kendallreyes/2532937 DT 300.00 \nMagloire, Paul NaN paulmagloire/2558972 DB 210.00 \n\n Years Played Year Start Year End Seasons \nName \nRiley, Perry NaN NaN 2017 8 \nDray, Jim NaN NaN 2017 8 \nSmith, Daryl NaN NaN 2017 14 \nRichardson, Daryl NaN NaN 2017 4 \nPorter, Tracy NaN NaN 2017 10 \n... ... ... ... ... \nSmith, Devin NaN NaN 2017 3 \nWhitner, Donte NaN NaN 2017 12 \nCameron, Jordan NaN NaN 2017 7 \nReyes, Kendall NaN NaN 2017 6 \nMagloire, Paul NaN NaN 2017 1 \n\n[219 rows x 18 columns]", "text/html": "
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AgeBirth PlaceBirthdayCollegeCurrent StatusCurrent TeamExperienceHeight (inches)High SchoolHigh School LocationNumberPlayer IdPositionWeight (lbs)Years PlayedYear StartYear EndSeasons
Name
Riley, Perry29.00Atlanta , GA5/3/1988LSUUnsigned free agentOakland Raiders8th season72.00Stephenson HSStone Mountain, GA54.00perryriley/496949MLB240.00NaNNaN20178
Dray, Jim30.00New Milford , NJ12/31/1986StanfordUnsigned free agentSan Francisco 49ers8th season77.00Bergen Catholic HSOradell, NJ49.00jimdray/497226TE255.00NaNNaN20178
Smith, Daryl35.00Albany , GA3/14/1982Georgia TechUnsigned free agentTampa Bay Buccaneers14th season74.00Dougherty HSAlbany, GA51.00darylsmith/2506029OLB250.00NaNNaN201714
Richardson, Daryl27.00Vernon , TX4/12/1990Abilene ChristianUnsigned free agentJacksonville Jaguars4th season71.00Sandalwood HSJacksonville, FL38.00darylrichardson/2534789RB196.00NaNNaN20174
Porter, Tracy30.00Port Allen , LA8/11/1986IndianaUnsigned free agentChicago Bears10th season71.00Port Allen HSLA21.00tracyporter/2507471CB200.00NaNNaN201710
.........................................................
Smith, Devin25.00Akron , OH3/3/1992Ohio StateInjured reserveNew York Jets3rd season73.00Washington HSMassillon, OHNaNdevinsmith/2553434WR199.00NaNNaN20173
Whitner, Donte31.00Cleveland , OH7/24/1985Ohio StateUnsigned free agentWashington Redskins12th season70.00Glenville HSCleveland, OH39.00dontewhitner/2495988SS208.00NaNNaN201712
Cameron, Jordan28.00Los Angeles Co. , CA8/7/1988USCUnsigned free agentMiami Dolphins7th season77.00Newbury Park HSCA84.00jordancameron/2495267TE265.00NaNNaN20177
Reyes, Kendall27.00USA9/26/1989ConnecticutUnsigned free agentKansas City Chiefs6th season76.00Nashua HSNorth98.00kendallreyes/2532937DT300.00NaNNaN20176
Magloire, Paul24.00NaN12/16/1992ArizonaInjured reserveTampa Bay BuccaneersRookie73.00NaNNaNNaNpaulmagloire/2558972DB210.00NaNNaN20171
\n

219 rows × 18 columns

\n
" }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#created a new column 'Seasons' from the cleaned 'Experience' column\n", "df2['Seasons'] = experience_preprocess (df2['Experience'])\n", "df2[df2['Year Start'].isnull() & (df2['Current Status' ]!= 'Active')]" ] }, { "cell_type": "code", "execution_count": 45, "id": "gM3GJa5d3V-7", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "gM3GJa5d3V-7", "outputId": "484c6997-f2a9-4553-8796-56e66e92b96d" }, "outputs": [ { "data": { "text/plain": "Name\nEvans, Fred 1948\nRaiff, Jim 1954\nFowler, Bobby 1985\nJohnson, Quinn 2013\nWalton, L.T. 2017\n ... \nGoovert, Ron 1967\nFolsom, J.D. 2010\nReader, Jamie 2001\nBarnett, Solon 1946\nJohnson, Byron 1987\nName: Year End, Length: 17026, dtype: object" }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#subtract the end year from the start year to get the seasons for the missing values\n", "df2['Year End'].fillna(value = 2017)" ] }, { "cell_type": "code", "execution_count": 46, "id": "8QFaA5_Q6vd3", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "8QFaA5_Q6vd3", "outputId": "60286786-cf8d-49c3-a324-a6ec1b3bef6d" }, "outputs": [ { "data": { "text/plain": "False" }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#checking to see if there are any missing values after doing the above steps\n", "df2['Year End'].isna().any()" ] }, { "cell_type": "code", "execution_count": 47, "id": "HD_w4LYMCP7o", "metadata": { "id": "HD_w4LYMCP7o" }, "outputs": [], "source": [ "#lambda function to convert strings to integers in Seasons\n", "df2.Seasons = df2.Seasons.apply(lambda x: int(x))" ] }, { "cell_type": "code", "execution_count": 48, "id": "33WTDvAc75nN", "metadata": { "id": "33WTDvAc75nN" }, "outputs": [], "source": [ "#lambda function to convert strings to integers in Seasons\n", "df2['Year End'] = df2['Year End'].apply(lambda x: int(x))" ] }, { "cell_type": "code", "execution_count": 49, "id": "tWWqKS_95nTu", "metadata": { "id": "tWWqKS_95nTu" }, "outputs": [], "source": [ "#filling missing values for year start to 2017 - the # of seasons they've played as missing values are for the active players\n", "df2['Year Start'].fillna(value = 2017 - df2['Seasons'], inplace= True)" ] }, { "cell_type": "code", "execution_count": 50, "id": "gHpOfYIu7Fn5", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "gHpOfYIu7Fn5", "outputId": "b70141bb-5fc1-4804-ee6b-ce4018df7473" }, "outputs": [ { "data": { "text/plain": "False" }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#checking for missing values\n", "df2['Year Start'].isna().any()" ] }, { "cell_type": "code", "execution_count": 51, "id": "TjYzdCED8MoY", "metadata": { "id": "TjYzdCED8MoY" }, "outputs": [], "source": [ "#make all values integers in Year Start\n", "df2['Year Start'] = df2['Year Start'].apply(lambda x: int(x))" ] }, { "cell_type": "code", "execution_count": 52, "id": "Qzz-uxhc7UlF", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Qzz-uxhc7UlF", "outputId": "21c099cd-a75e-4f74-e533-f6b6362919fd" }, "outputs": [ { "data": { "text/plain": "numpy.int64" }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#checking the data type in ['Year Start']\n", "type(df2['Year Start'].iloc[1])" ] }, { "cell_type": "code", "execution_count": 53, "id": "WwzV8P6KxYtB", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "WwzV8P6KxYtB", "outputId": "b3aa3222-7770-4192-ade2-218fc4169c15" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "First Year Start: 1920\n", "Last Year Start: 2016\n" ] } ], "source": [ "#checking data range\n", "print('First Year Start: ' + str(df2['Year Start'].min()) + '\\n' +\n", "'Last Year Start: ' + str(df2['Year Start'].max()))" ] }, { "cell_type": "code", "execution_count": 54, "id": "Mk00-joQ9UEe", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Mk00-joQ9UEe", "outputId": "f18183de-f593-490f-fe1e-c9d6b5d97ef2" }, "outputs": [ { "data": { "text/plain": "False" }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#checking to see if there are any strings in Year Start\n", "np.any([isinstance(val, str) for val in df2['Year Start']])" ] }, { "cell_type": "code", "execution_count": 55, "id": "3TcoKpg-9YBe", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "3TcoKpg-9YBe", "outputId": "94fba7d2-01b6-4a51-dbe0-30e311bc0ec1" }, "outputs": [ { "data": { "text/plain": "False" }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#checking to see if there are any strings in Year End\n", "np.any([isinstance(val, str) for val in df2['Year End']])" ] }, { "cell_type": "code", "execution_count": 56, "id": "AUgc1RkJFvfN", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 709 }, "id": "AUgc1RkJFvfN", "outputId": "8633d0d4-14f0-4317-debd-d8406b570487" }, "outputs": [ { "data": { "text/plain": " Age Birth Place Birthday College \\\nName \nWalton, L.T. 25.00 Detroit , MI 3/31/1992 Central Michigan \nLeggett, Jordan 22.00 Navarre , FL 1/31/1995 Clemson \nJohnson, Quinn 30.00 New Orleans , LA 9/30/1986 LSU \nFowler, Bobby 56.00 Temple , TX 9/11/1960 Louisiana Tech \nTanner, John NaN Orlando , FL 3/8/1945 Tennessee Tech \nRaiff, Jim NaN Dayton , OH 12/21/1930 Dayton \nEvans, Fred NaN Grand Rapids , MI 5/23/1921 Notre Dame \nFarris, Tom NaN Casper , WY 9/16/1920 Wisconsin \nGonda, George 98.00 Alverton , PA 2/23/1919 Duquesne \nPetty, Ross NaN Sumner , IL 9/11/1892 Illinois \n\n Current Status Current Team Experience \\\nName \nWalton, L.T. Active Pittsburgh Steelers 3rd season \nLeggett, Jordan Active New York Jets Rookie \nJohnson, Quinn Retired NaN 5 Seasons \nFowler, Bobby Retired NaN 1 Season \nTanner, John Retired NaN 3 Seasons \nRaiff, Jim Retired NaN 1 Season \nEvans, Fred Retired NaN 3 Seasons \nFarris, Tom Retired NaN 3 Seasons \nGonda, George Retired NaN 1 Season \nPetty, Ross Retired NaN 1 Season \n\n Height (inches) High School High School Location \\\nName \nWalton, L.T. 77.00 Clintondale HS Clinton Twp.,Macomb Co., MI \nLeggett, Jordan 77.00 Navarre HS FL \nJohnson, Quinn 73.00 NaN NaN \nFowler, Bobby 74.00 NaN NaN \nTanner, John 76.00 NaN NaN \nRaiff, Jim 70.00 NaN NaN \nEvans, Fred 71.00 NaN NaN \nFarris, Tom 73.00 NaN NaN \nGonda, George 70.00 NaN NaN \nPetty, Ross 73.00 NaN NaN \n\n Number Player Id Position Weight (lbs) \\\nName \nWalton, L.T. 96.00 l.t.walton/2552444 DE 305.00 \nLeggett, Jordan NaN jordanleggett/2557885 TE 250.00 \nJohnson, Quinn NaN quinnjohnson/79593 NaN 255.00 \nFowler, Bobby NaN bobbyfowler/2514295 NaN 230.00 \nTanner, John NaN johntanner/2527011 NaN 231.00 \nRaiff, Jim NaN jimraiff/2523700 NaN 235.00 \nEvans, Fred NaN fredevans/2513736 NaN 185.00 \nFarris, Tom NaN tomfarris/2513861 NaN 185.00 \nGonda, George NaN georgegonda/2515030 NaN 175.00 \nPetty, Ross NaN rosspetty/2523136 NaN 180.00 \n\n Years Played Year Start Year End Seasons \nName \nWalton, L.T. NaN 2014 2017 3 \nLeggett, Jordan NaN 2016 2017 1 \nJohnson, Quinn 2009 - 2013 2009 2013 5 \nFowler, Bobby 1985 - 1985 1985 1985 1 \nTanner, John 1971 - 1974 1971 1974 3 \nRaiff, Jim 1954 - 1954 1954 1954 1 \nEvans, Fred 1946 - 1948 1946 1948 3 \nFarris, Tom 1946 - 1948 1946 1948 3 \nGonda, George 1942 - 1942 1942 1942 1 \nPetty, Ross 1920 - 1920 1920 1920 1 ", "text/html": "
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AgeBirth PlaceBirthdayCollegeCurrent StatusCurrent TeamExperienceHeight (inches)High SchoolHigh School LocationNumberPlayer IdPositionWeight (lbs)Years PlayedYear StartYear EndSeasons
Name
Walton, L.T.25.00Detroit , MI3/31/1992Central MichiganActivePittsburgh Steelers3rd season77.00Clintondale HSClinton Twp.,Macomb Co., MI96.00l.t.walton/2552444DE305.00NaN201420173
Leggett, Jordan22.00Navarre , FL1/31/1995ClemsonActiveNew York JetsRookie77.00Navarre HSFLNaNjordanleggett/2557885TE250.00NaN201620171
Johnson, Quinn30.00New Orleans , LA9/30/1986LSURetiredNaN5 Seasons73.00NaNNaNNaNquinnjohnson/79593NaN255.002009 - 2013200920135
Fowler, Bobby56.00Temple , TX9/11/1960Louisiana TechRetiredNaN1 Season74.00NaNNaNNaNbobbyfowler/2514295NaN230.001985 - 1985198519851
Tanner, JohnNaNOrlando , FL3/8/1945Tennessee TechRetiredNaN3 Seasons76.00NaNNaNNaNjohntanner/2527011NaN231.001971 - 1974197119743
Raiff, JimNaNDayton , OH12/21/1930DaytonRetiredNaN1 Season70.00NaNNaNNaNjimraiff/2523700NaN235.001954 - 1954195419541
Evans, FredNaNGrand Rapids , MI5/23/1921Notre DameRetiredNaN3 Seasons71.00NaNNaNNaNfredevans/2513736NaN185.001946 - 1948194619483
Farris, TomNaNCasper , WY9/16/1920WisconsinRetiredNaN3 Seasons73.00NaNNaNNaNtomfarris/2513861NaN185.001946 - 1948194619483
Gonda, George98.00Alverton , PA2/23/1919DuquesneRetiredNaN1 Season70.00NaNNaNNaNgeorgegonda/2515030NaN175.001942 - 1942194219421
Petty, RossNaNSumner , IL9/11/1892IllinoisRetiredNaN1 Season73.00NaNNaNNaNrosspetty/2523136NaN180.001920 - 1920192019201
\n
" }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#checking to see if the above steps worked to resolve the missing data\n", "df2.head(10).sort_values(by = 'Year End', ascending = False)" ] }, { "cell_type": "code", "execution_count": 57, "id": "cGtdgruEKW67", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "cGtdgruEKW67", "outputId": "2721e0aa-00a1-419c-a86a-74b60bbf8b81" }, "outputs": [ { "data": { "text/plain": "count 17026.00\nmean 3.90\nstd 3.49\nmin 0.00\n25% 1.00\n50% 3.00\n75% 6.00\nmax 25.00\nName: Seasons, dtype: float64" }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#this describes the characteristics of the seasons column\n", "df2.Seasons.describe()" ] }, { "cell_type": "code", "execution_count": 58, "id": "OmIZnF_8V2ON", "metadata": { "id": "OmIZnF_8V2ON" }, "outputs": [], "source": [ "#dropped the 'Experience' column with the uncleaned data\n", "df2.drop(columns='Experience', inplace = True)" ] }, { "cell_type": "code", "execution_count": 59, "id": "CMeuvRdbM2yS", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "CMeuvRdbM2yS", "outputId": "dff09db3-2e35-408b-b671-3045fb9f7a90" }, "outputs": [ { "data": { "text/plain": "False" }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#database was uploaded: 2017; will subtract the # of seasons from 2017 to get the start date\n", "#verifying that this works before making permanent\n", "df2['Year Start'].fillna(value=2017-df2['Seasons']).isna().any()" ] }, { "cell_type": "code", "execution_count": 60, "id": "6Hjya2RrQzjH", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 435 }, "id": "6Hjya2RrQzjH", "outputId": "9e424e5a-7c50-442c-8cae-53ada48a701c" }, "outputs": [ { "data": { "text/plain": " Age Birth Place Birthday College \\\nName \nWalton, L.T. 25.00 Detroit , MI 3/31/1992 Central Michigan \nLeggett, Jordan 22.00 Navarre , FL 1/31/1995 Clemson \nGarner, Manasseh 25.00 NaN 3/11/1992 Pittsburgh \nColeman, Kurt 29.00 Dayton , OH 4/1/1988 Ohio State \nCarrie, T.J. 26.00 Rodeo , CA 7/28/1990 Ohio U. \n\n Current Status Current Team Height (inches) \\\nName \nWalton, L.T. Active Pittsburgh Steelers 77.00 \nLeggett, Jordan Active New York Jets 77.00 \nGarner, Manasseh Active Washington Redskins 74.00 \nColeman, Kurt Active Carolina Panthers 71.00 \nCarrie, T.J. Active Oakland Raiders 72.00 \n\n High School High School Location Number \\\nName \nWalton, L.T. Clintondale HS Clinton Twp.,Macomb Co., MI 96.00 \nLeggett, Jordan Navarre HS FL NaN \nGarner, Manasseh NaN NaN NaN \nColeman, Kurt Northmont HS Clayton, OH 20.00 \nCarrie, T.J. De La Salle HS Concord, CA 38.00 \n\n Player Id Position Weight (lbs) Years Played \\\nName \nWalton, L.T. l.t.walton/2552444 DE 305.00 NaN \nLeggett, Jordan jordanleggett/2557885 TE 250.00 NaN \nGarner, Manasseh manassehgarner/2553801 TE 220.00 NaN \nColeman, Kurt kurtcoleman/494261 SS 200.00 NaN \nCarrie, T.J. t.j.carrie/2550164 SS 205.00 NaN \n\n Year Start Year End Seasons \nName \nWalton, L.T. 2014 2017 3 \nLeggett, Jordan 2016 2017 1 \nGarner, Manasseh 2016 2017 1 \nColeman, Kurt 2009 2017 8 \nCarrie, T.J. 2013 2017 4 ", "text/html": "
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AgeBirth PlaceBirthdayCollegeCurrent StatusCurrent TeamHeight (inches)High SchoolHigh School LocationNumberPlayer IdPositionWeight (lbs)Years PlayedYear StartYear EndSeasons
Name
Walton, L.T.25.00Detroit , MI3/31/1992Central MichiganActivePittsburgh Steelers77.00Clintondale HSClinton Twp.,Macomb Co., MI96.00l.t.walton/2552444DE305.00NaN201420173
Leggett, Jordan22.00Navarre , FL1/31/1995ClemsonActiveNew York Jets77.00Navarre HSFLNaNjordanleggett/2557885TE250.00NaN201620171
Garner, Manasseh25.00NaN3/11/1992PittsburghActiveWashington Redskins74.00NaNNaNNaNmanassehgarner/2553801TE220.00NaN201620171
Coleman, Kurt29.00Dayton , OH4/1/1988Ohio StateActiveCarolina Panthers71.00Northmont HSClayton, OH20.00kurtcoleman/494261SS200.00NaN200920178
Carrie, T.J.26.00Rodeo , CA7/28/1990Ohio U.ActiveOakland Raiders72.00De La Salle HSConcord, CA38.00t.j.carrie/2550164SS205.00NaN201320174
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" }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df2['Year Start'].fillna(value=2017-df2['Seasons'], inplace = True)\n", "#checking by displaying the list of active players\n", "df2[df2['Current Status'] == 'Active'].head(5)" ] }, { "cell_type": "markdown", "id": "GqsCNmwfzlpK", "metadata": { "id": "GqsCNmwfzlpK" }, "source": [ "#Data Cleaning to make a Heatmap for where players come from using plotly express" ] }, { "cell_type": "code", "execution_count": 61, "id": "594acAZoBFuz", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "594acAZoBFuz", "outputId": "fc00d9d8-de1a-4a4c-bae0-cc16e782ac1d" }, "outputs": [ { "data": { "text/plain": "Name\nEvans, Fred Grand Rapids , MI\nRaiff, Jim Dayton , OH\nFowler, Bobby Temple , TX\nJohnson, Quinn New Orleans , LA\nWalton, L.T. Detroit , MI\n ... \nGoovert, Ron Detroit , MI\nFolsom, J.D. Worland , WY\nReader, Jamie Washington , DC\nBarnett, Solon New Willard , TX\nJohnson, Byron Bryan , TX\nName: Birth Place, Length: 17026, dtype: object" }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df2['Birth Place']" ] }, { "cell_type": "code", "execution_count": 62, "id": "EWxSJrqMzsxH", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 469 }, "id": "EWxSJrqMzsxH", "outputId": "bebac6f3-5848-47d5-c140-ebd01c57b99f" }, "outputs": [ { "data": { "text/plain": " Age Birth Place Birthday College \\\nName \nEvans, Fred NaN Grand Rapids , MI 5/23/1921 Notre Dame \nRaiff, Jim NaN Dayton , OH 12/21/1930 Dayton \nFowler, Bobby 56.00 Temple , TX 9/11/1960 Louisiana Tech \nJohnson, Quinn 30.00 New Orleans , LA 9/30/1986 LSU \nWalton, L.T. 25.00 Detroit , MI 3/31/1992 Central Michigan \n\n Current Status Current Team Height (inches) \\\nName \nEvans, Fred Retired NaN 71.00 \nRaiff, Jim Retired NaN 70.00 \nFowler, Bobby Retired NaN 74.00 \nJohnson, Quinn Retired NaN 73.00 \nWalton, L.T. Active Pittsburgh Steelers 77.00 \n\n High School High School Location Number \\\nName \nEvans, Fred NaN NaN NaN \nRaiff, Jim NaN NaN NaN \nFowler, Bobby NaN NaN NaN \nJohnson, Quinn NaN NaN NaN \nWalton, L.T. Clintondale HS Clinton Twp.,Macomb Co., MI 96.00 \n\n Player Id Position Weight (lbs) Years Played \\\nName \nEvans, Fred fredevans/2513736 NaN 185.00 1946 - 1948 \nRaiff, Jim jimraiff/2523700 NaN 235.00 1954 - 1954 \nFowler, Bobby bobbyfowler/2514295 NaN 230.00 1985 - 1985 \nJohnson, Quinn quinnjohnson/79593 NaN 255.00 2009 - 2013 \nWalton, L.T. l.t.walton/2552444 DE 305.00 NaN \n\n Year Start Year End Seasons \nName \nEvans, Fred 1946 1948 3 \nRaiff, Jim 1954 1954 1 \nFowler, Bobby 1985 1985 1 \nJohnson, Quinn 2009 2013 5 \nWalton, L.T. 2014 2017 3 ", "text/html": "
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AgeBirth PlaceBirthdayCollegeCurrent StatusCurrent TeamHeight (inches)High SchoolHigh School LocationNumberPlayer IdPositionWeight (lbs)Years PlayedYear StartYear EndSeasons
Name
Evans, FredNaNGrand Rapids , MI5/23/1921Notre DameRetiredNaN71.00NaNNaNNaNfredevans/2513736NaN185.001946 - 1948194619483
Raiff, JimNaNDayton , OH12/21/1930DaytonRetiredNaN70.00NaNNaNNaNjimraiff/2523700NaN235.001954 - 1954195419541
Fowler, Bobby56.00Temple , TX9/11/1960Louisiana TechRetiredNaN74.00NaNNaNNaNbobbyfowler/2514295NaN230.001985 - 1985198519851
Johnson, Quinn30.00New Orleans , LA9/30/1986LSURetiredNaN73.00NaNNaNNaNquinnjohnson/79593NaN255.002009 - 2013200920135
Walton, L.T.25.00Detroit , MI3/31/1992Central MichiganActivePittsburgh Steelers77.00Clintondale HSClinton Twp.,Macomb Co., MI96.00l.t.walton/2552444DE305.00NaN201420173
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" }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#this is a cleaned dataframe; we are trying to take the Birth Place column and convert it into a heatmap with either seaborn or plotly express\n", "#since it does not provide lattitude/longitude, there is no input in plotly express\n", "df2.head()" ] }, { "cell_type": "code", "execution_count": 63, "id": "OJC9nWWTxZb2", "metadata": { "id": "OJC9nWWTxZb2" }, "outputs": [], "source": [ "birth_place = df2['Birth Place'].str.split(' , ')" ] }, { "cell_type": "code", "execution_count": 64, "id": "6bJDXgfQxmTl", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "6bJDXgfQxmTl", "outputId": "a6812664-3813-4149-e9c7-d8e21339cef6" }, "outputs": [ { "data": { "text/plain": "Name\nEvans, Fred [Grand Rapids, MI]\nRaiff, Jim [Dayton, OH]\nFowler, Bobby [Temple, TX]\nJohnson, Quinn [New Orleans, LA]\nWalton, L.T. [Detroit, MI]\n ... \nGoovert, Ron [Detroit, MI]\nFolsom, J.D. [Worland, WY]\nReader, Jamie [Washington, DC]\nBarnett, Solon [New Willard, TX]\nJohnson, Byron [Bryan, TX]\nName: Birth Place, Length: 17026, dtype: object" }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" } ], "source": [ "birth_place" ] }, { "cell_type": "code", "execution_count": 65, "id": "Tr4gFidJuBpY", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 469 }, "id": "Tr4gFidJuBpY", "outputId": "71546d48-9f50-4740-e180-1cb443a613cd" }, "outputs": [ { "data": { "text/plain": " Age Birth Place Birthday College \\\nName \nEvans, Fred NaN Grand Rapids , MI 5/23/1921 Notre Dame \nRaiff, Jim NaN Dayton , OH 12/21/1930 Dayton \nFowler, Bobby 56.00 Temple , TX 9/11/1960 Louisiana Tech \nJohnson, Quinn 30.00 New Orleans , LA 9/30/1986 LSU \nWalton, L.T. 25.00 Detroit , MI 3/31/1992 Central Michigan \n\n Current Status Current Team Height (inches) \\\nName \nEvans, Fred Retired NaN 71.00 \nRaiff, Jim Retired NaN 70.00 \nFowler, Bobby Retired NaN 74.00 \nJohnson, Quinn Retired NaN 73.00 \nWalton, L.T. Active Pittsburgh Steelers 77.00 \n\n High School High School Location Number \\\nName \nEvans, Fred NaN NaN NaN \nRaiff, Jim NaN NaN NaN \nFowler, Bobby NaN NaN NaN \nJohnson, Quinn NaN NaN NaN \nWalton, L.T. Clintondale HS Clinton Twp.,Macomb Co., MI 96.00 \n\n Player Id Position Weight (lbs) Years Played \\\nName \nEvans, Fred fredevans/2513736 NaN 185.00 1946 - 1948 \nRaiff, Jim jimraiff/2523700 NaN 235.00 1954 - 1954 \nFowler, Bobby bobbyfowler/2514295 NaN 230.00 1985 - 1985 \nJohnson, Quinn quinnjohnson/79593 NaN 255.00 2009 - 2013 \nWalton, L.T. l.t.walton/2552444 DE 305.00 NaN \n\n Year Start Year End Seasons \nName \nEvans, Fred 1946 1948 3 \nRaiff, Jim 1954 1954 1 \nFowler, Bobby 1985 1985 1 \nJohnson, Quinn 2009 2013 5 \nWalton, L.T. 2014 2017 3 ", "text/html": "
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AgeBirth PlaceBirthdayCollegeCurrent StatusCurrent TeamHeight (inches)High SchoolHigh School LocationNumberPlayer IdPositionWeight (lbs)Years PlayedYear StartYear EndSeasons
Name
Evans, FredNaNGrand Rapids , MI5/23/1921Notre DameRetiredNaN71.00NaNNaNNaNfredevans/2513736NaN185.001946 - 1948194619483
Raiff, JimNaNDayton , OH12/21/1930DaytonRetiredNaN70.00NaNNaNNaNjimraiff/2523700NaN235.001954 - 1954195419541
Fowler, Bobby56.00Temple , TX9/11/1960Louisiana TechRetiredNaN74.00NaNNaNNaNbobbyfowler/2514295NaN230.001985 - 1985198519851
Johnson, Quinn30.00New Orleans , LA9/30/1986LSURetiredNaN73.00NaNNaNNaNquinnjohnson/79593NaN255.002009 - 2013200920135
Walton, L.T.25.00Detroit , MI3/31/1992Central MichiganActivePittsburgh Steelers77.00Clintondale HSClinton Twp.,Macomb Co., MI96.00l.t.walton/2552444DE305.00NaN201420173
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" }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df2.head()" ] }, { "cell_type": "code", "execution_count": 66, "id": "PpUATFU_3efa", "metadata": { "id": "PpUATFU_3efa" }, "outputs": [], "source": [ "#make the 'Birth City' and 'Birth State' into separate columns\n", "df2['Birth City'] = df2['Birth Place'].str.split(' , ', expand = True)[0]\n", "df2['Birth State'] = df2['Birth Place'].str.split(' , ', expand = True)[1]" ] }, { "cell_type": "code", "execution_count": 67, "id": "v9Pc3wsZAAUu", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 469 }, "id": "v9Pc3wsZAAUu", "outputId": "884e6be1-d558-4652-ccea-5baae7352f57" }, "outputs": [ { "data": { "text/plain": " Age Birth Place Birthday College \\\nName \nEvans, Fred NaN Grand Rapids , MI 5/23/1921 Notre Dame \nRaiff, Jim NaN Dayton , OH 12/21/1930 Dayton \nFowler, Bobby 56.00 Temple , TX 9/11/1960 Louisiana Tech \nJohnson, Quinn 30.00 New Orleans , LA 9/30/1986 LSU \nWalton, L.T. 25.00 Detroit , MI 3/31/1992 Central Michigan \n\n Current Status Current Team Height (inches) \\\nName \nEvans, Fred Retired NaN 71.00 \nRaiff, Jim Retired NaN 70.00 \nFowler, Bobby Retired NaN 74.00 \nJohnson, Quinn Retired NaN 73.00 \nWalton, L.T. Active Pittsburgh Steelers 77.00 \n\n High School High School Location Number \\\nName \nEvans, Fred NaN NaN NaN \nRaiff, Jim NaN NaN NaN \nFowler, Bobby NaN NaN NaN \nJohnson, Quinn NaN NaN NaN \nWalton, L.T. Clintondale HS Clinton Twp.,Macomb Co., MI 96.00 \n\n Player Id Position Weight (lbs) Years Played \\\nName \nEvans, Fred fredevans/2513736 NaN 185.00 1946 - 1948 \nRaiff, Jim jimraiff/2523700 NaN 235.00 1954 - 1954 \nFowler, Bobby bobbyfowler/2514295 NaN 230.00 1985 - 1985 \nJohnson, Quinn quinnjohnson/79593 NaN 255.00 2009 - 2013 \nWalton, L.T. l.t.walton/2552444 DE 305.00 NaN \n\n Year Start Year End Seasons Birth City Birth State \nName \nEvans, Fred 1946 1948 3 Grand Rapids MI \nRaiff, Jim 1954 1954 1 Dayton OH \nFowler, Bobby 1985 1985 1 Temple TX \nJohnson, Quinn 2009 2013 5 New Orleans LA \nWalton, L.T. 2014 2017 3 Detroit MI ", "text/html": "
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AgeBirth PlaceBirthdayCollegeCurrent StatusCurrent TeamHeight (inches)High SchoolHigh School LocationNumberPlayer IdPositionWeight (lbs)Years PlayedYear StartYear EndSeasonsBirth CityBirth State
Name
Evans, FredNaNGrand Rapids , MI5/23/1921Notre DameRetiredNaN71.00NaNNaNNaNfredevans/2513736NaN185.001946 - 1948194619483Grand RapidsMI
Raiff, JimNaNDayton , OH12/21/1930DaytonRetiredNaN70.00NaNNaNNaNjimraiff/2523700NaN235.001954 - 1954195419541DaytonOH
Fowler, Bobby56.00Temple , TX9/11/1960Louisiana TechRetiredNaN74.00NaNNaNNaNbobbyfowler/2514295NaN230.001985 - 1985198519851TempleTX
Johnson, Quinn30.00New Orleans , LA9/30/1986LSURetiredNaN73.00NaNNaNNaNquinnjohnson/79593NaN255.002009 - 2013200920135New OrleansLA
Walton, L.T.25.00Detroit , MI3/31/1992Central MichiganActivePittsburgh Steelers77.00Clintondale HSClinton Twp.,Macomb Co., MI96.00l.t.walton/2552444DE305.00NaN201420173DetroitMI
\n
" }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df2.head()" ] }, { "cell_type": "code", "execution_count": 68, "id": "ZFBp9iLEAg_8", "metadata": { "id": "ZFBp9iLEAg_8" }, "outputs": [], "source": [ "#dropping the ['Birth Place'] column\n", "df2.drop(columns='Birth Place', inplace = True)" ] }, { "cell_type": "code", "execution_count": 69, "id": "Dw_91UxqBFDs", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Dw_91UxqBFDs", "outputId": "d0e59631-c3dc-4a5d-9f81-e5079a7d78e2" }, "outputs": [ { "data": { "text/plain": "64" }, "execution_count": 69, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Number of unique states\n", "df2['Birth State'].nunique()" ] }, { "cell_type": "code", "execution_count": 70, "id": "5WNlP4Y_Gevq", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "5WNlP4Y_Gevq", "outputId": "1da23065-aca6-492e-f7f6-59e466410d91" }, "outputs": [ { "data": { "text/plain": "array(['MI', 'OH', 'TX', 'LA', 'IL', 'WY', 'FL', 'PA', nan, 'AR', 'MO',\n 'IA', 'AL', 'NV', 'CA', 'MA', 'NY', 'MS', 'NJ', 'KS', 'CT', 'IN',\n 'GA', 'NC', None, 'TN', 'MD', 'VA', 'NE', 'RI', 'KY', 'WI', 'MT',\n 'MN', 'SC', 'CO', 'OR', 'AZ', 'OK', 'WA', 'Manitoba', 'B.C.', 'HI',\n 'DC', 'SD', 'Sicily', 'UT', 'ND', 'WV', 'NH', 'ID', 'ME', 'DE',\n 'Nova Scotia', 'NM', 'Ontario', 'Alberta', 'Quebec',\n 'Saskatchewan', 'AK', 'New York', 'VT', 'Ukraine', 'Croatia',\n 'Victoria', 'Estonia'], dtype=object)" }, "execution_count": 70, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Unique states list\n", "df2['Birth State'].unique()" ] }, { "cell_type": "code", "execution_count": 71, "id": "wpDbZw7eGjV7", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "wpDbZw7eGjV7", "outputId": "44df1cb8-5ba5-4135-d99e-72c1f591f4b7" }, "outputs": [ { "data": { "text/plain": "Name\nEvans, Fred MI\nRaiff, Jim OH\nFowler, Bobby TX\nJohnson, Quinn LA\nWalton, L.T. MI\n ..\nGoovert, Ron MI\nFolsom, J.D. WY\nReader, Jamie DC\nBarnett, Solon TX\nJohnson, Byron TX\nName: Birth State, Length: 17026, dtype: object" }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df2['Birth State'].replace()" ] }, { "cell_type": "code", "execution_count": 72, "id": "FQAeyQvHFI3b", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "FQAeyQvHFI3b", "outputId": "da574742-820f-4491-bc52-a1654a807ef2" }, "outputs": [ { "data": { "text/plain": "2747" }, "execution_count": 72, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Total players missing birth state\n", "df2['Birth State'].isna().sum()" ] }, { "cell_type": "code", "execution_count": 73, "id": "f5up_xiXJQFy", "metadata": { "id": "f5up_xiXJQFy" }, "outputs": [], "source": [ "df2['Birth State'].fillna(value='Unknown', inplace=True)" ] }, { "cell_type": "code", "execution_count": 74, "id": "6aO66xsxGhSe", "metadata": { "id": "6aO66xsxGhSe" }, "outputs": [], "source": [ "#made a function to make the clean the 'Birth State' column; made separate categoriees for Australia, Canada, and Europe\n", "#\n", "def state_preprocess (state):\n", " state_str_list = []\n", " for w in state:\n", " formatted_string = w.replace('New York','NY'\n", " ).replace('None','Unknown'\n", " ).replace('Manitoba','Canada'\n", " ).replace('B.C.','Canada'\n", " ).replace('Nova Scotia','Canada'\n", " ).replace('Ontario','Canada'\n", " ).replace('Alberta','Canada'\n", " ).replace('Quebec','Canada'\n", " ).replace('Saskatchewan','Canada'\n", " ).replace('Victoria','Australia'\n", " ).replace('Ukraine','Europe'\n", " ).replace('Croatia','Europe'\n", " ).replace('Estonia','Europe'\n", " ).replace('Sicily','Europe'\n", " ).split(\n", " )\n", " state_str_list.extend(formatted_string)\n", " return state_str_list" ] }, { "cell_type": "code", "execution_count": 75, "id": "S0mZBZegIDGd", "metadata": { "id": "S0mZBZegIDGd" }, "outputs": [], "source": [ "df2['Birth State'] = state_preprocess (df2['Birth State'])" ] }, { "cell_type": "code", "execution_count": 76, "id": "F5lqYS4NFObr", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 178 }, "id": "F5lqYS4NFObr", "outputId": "64620d83-513b-4b42-8e4d-390e1946b6b9" }, "outputs": [ { "data": { "text/plain": "Empty DataFrame\nColumns: [Age, Birthday, College, Current Status, Current Team, Height (inches), High School, High School Location, Number, Player Id, Position, Weight (lbs), Years Played, Year Start, Year End, Seasons, Birth City, Birth State]\nIndex: []", "text/html": "
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AgeBirthdayCollegeCurrent StatusCurrent TeamHeight (inches)High SchoolHigh School LocationNumberPlayer IdPositionWeight (lbs)Years PlayedYear StartYear EndSeasonsBirth CityBirth State
Name
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" }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df2[df2['Birth State'].isna()]" ] }, { "cell_type": "code", "execution_count": 77, "id": "_YO3cHjsBNIY", "metadata": { "id": "_YO3cHjsBNIY" }, "outputs": [], "source": [ "#Group players by stage\n", "df_state_count = df2.groupby('Birth State')['Birth State'].count()" ] }, { "cell_type": "code", "execution_count": 78, "id": "Jir9BAS9CVNo", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Jir9BAS9CVNo", "outputId": "c38ff8a9-218d-4023-8fe9-6de7f64d6749" }, "outputs": [ { "data": { "text/plain": "Birth State\nUnknown 2747\nCA 1595\nTX 1441\nFL 922\nPA 847\nOH 830\nIL 646\nGA 554\nLA 549\nNY 493\nMI 425\nAL 400\nNJ 378\nMS 330\nNC 315\nVA 278\nSC 257\nOK 255\nWI 252\nMN 245\nIN 235\nTN 230\nMO 229\nMA 222\nWA 197\nIA 188\nAR 178\nMD 157\nKS 150\nNE 135\nKY 133\nAZ 122\nOR 117\nCO 116\nCT 110\nDC 109\nWV 107\nHI 81\nUT 80\nCanada 51\nNV 40\nMT 40\nID 39\nSD 33\nNM 29\nND 27\nDE 20\nWY 19\nNH 19\nRI 18\nME 15\nAK 11\nVT 5\nEurope 4\nAustralia 1\nName: Birth State, dtype: int64" }, "execution_count": 78, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#series of NFL player birth place and count\n", "df_state_count.sort_values(ascending = False)" ] }, { "cell_type": "code", "execution_count": 79, "id": "LKrOmwGODrKG", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "LKrOmwGODrKG", "outputId": "3b6119e2-0ef2-42df-8373-2aed9d8d2350" }, "outputs": [ { "data": { "text/plain": "pandas.core.series.Series" }, "execution_count": 79, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Verifying type\n", "type(df_state_count)" ] }, { "cell_type": "code", "execution_count": 80, "id": "oit2KIsSEkx9", "metadata": { "id": "oit2KIsSEkx9" }, "outputs": [], "source": [ "#made a separate new dataframe for the birth state and # of players\n", "df_birth_state = pd.DataFrame({'Birth State':df_state_count.index\\\n", " , 'Number of Players':df_state_count.values})" ] }, { "cell_type": "code", "execution_count": 81, "id": "1hJ4Z0yrFrOH", "metadata": { "id": "1hJ4Z0yrFrOH" }, "outputs": [], "source": [ "#set the new df index as birth state\n", "df_birth_state = df_birth_state.set_index('Birth State')" ] }, { "cell_type": "code", "execution_count": 82, "id": "F39p7kf7t3WC", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 435 }, "id": "F39p7kf7t3WC", "outputId": "df8efd57-4b2c-4d26-b6d0-6fc38c644853" }, "outputs": [ { "data": { "text/plain": " Age Birthday College Current Status \\\nName \nEvans, Fred NaN 5/23/1921 Notre Dame Retired \nRaiff, Jim NaN 12/21/1930 Dayton Retired \nFowler, Bobby 56.00 9/11/1960 Louisiana Tech Retired \nJohnson, Quinn 30.00 9/30/1986 LSU Retired \nWalton, L.T. 25.00 3/31/1992 Central Michigan Active \n\n Current Team Height (inches) High School \\\nName \nEvans, Fred NaN 71.00 NaN \nRaiff, Jim NaN 70.00 NaN \nFowler, Bobby NaN 74.00 NaN \nJohnson, Quinn NaN 73.00 NaN \nWalton, L.T. Pittsburgh Steelers 77.00 Clintondale HS \n\n High School Location Number Player Id \\\nName \nEvans, Fred NaN NaN fredevans/2513736 \nRaiff, Jim NaN NaN jimraiff/2523700 \nFowler, Bobby NaN NaN bobbyfowler/2514295 \nJohnson, Quinn NaN NaN quinnjohnson/79593 \nWalton, L.T. Clinton Twp.,Macomb Co., MI 96.00 l.t.walton/2552444 \n\n Position Weight (lbs) Years Played Year Start Year End \\\nName \nEvans, Fred NaN 185.00 1946 - 1948 1946 1948 \nRaiff, Jim NaN 235.00 1954 - 1954 1954 1954 \nFowler, Bobby NaN 230.00 1985 - 1985 1985 1985 \nJohnson, Quinn NaN 255.00 2009 - 2013 2009 2013 \nWalton, L.T. DE 305.00 NaN 2014 2017 \n\n Seasons Birth City Birth State \nName \nEvans, Fred 3 Grand Rapids MI \nRaiff, Jim 1 Dayton OH \nFowler, Bobby 1 Temple TX \nJohnson, Quinn 5 New Orleans LA \nWalton, L.T. 3 Detroit MI ", "text/html": "
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AgeBirthdayCollegeCurrent StatusCurrent TeamHeight (inches)High SchoolHigh School LocationNumberPlayer IdPositionWeight (lbs)Years PlayedYear StartYear EndSeasonsBirth CityBirth State
Name
Evans, FredNaN5/23/1921Notre DameRetiredNaN71.00NaNNaNNaNfredevans/2513736NaN185.001946 - 1948194619483Grand RapidsMI
Raiff, JimNaN12/21/1930DaytonRetiredNaN70.00NaNNaNNaNjimraiff/2523700NaN235.001954 - 1954195419541DaytonOH
Fowler, Bobby56.009/11/1960Louisiana TechRetiredNaN74.00NaNNaNNaNbobbyfowler/2514295NaN230.001985 - 1985198519851TempleTX
Johnson, Quinn30.009/30/1986LSURetiredNaN73.00NaNNaNNaNquinnjohnson/79593NaN255.002009 - 2013200920135New OrleansLA
Walton, L.T.25.003/31/1992Central MichiganActivePittsburgh Steelers77.00Clintondale HSClinton Twp.,Macomb Co., MI96.00l.t.walton/2552444DE305.00NaN201420173DetroitMI
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" }, "execution_count": 82, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df2.head()" ] }, { "cell_type": "code", "execution_count": 83, "id": "TQgfr6PAuByR", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "TQgfr6PAuByR", "outputId": "1b5a5747-e7d5-4255-ddd1-74e8cb1973bc" }, "outputs": [ { "data": { "text/plain": "Age float64\nBirthday object\nCollege object\nCurrent Status object\nCurrent Team object\nHeight (inches) float64\nHigh School object\nHigh School Location object\nNumber float64\nPlayer Id object\nPosition object\nWeight (lbs) float64\nYears Played object\nYear Start int64\nYear End int64\nSeasons int64\nBirth City object\nBirth State object\ndtype: object" }, "execution_count": 83, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Investigating data types before processing\n", "df2.dtypes" ] }, { "cell_type": "code", "execution_count": 84, "id": "Z7bFVYaV3KdW", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Z7bFVYaV3KdW", "outputId": "fb12a545-72bc-4cba-ba05-613390f7c776" }, "outputs": [ { "data": { "text/plain": "269" }, "execution_count": 84, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Number of total missing birthdates\n", "df2['Birthday'].isna().sum()" ] }, { "cell_type": "code", "execution_count": 85, "id": "s0oY_ptm5L0a", "metadata": { "id": "s0oY_ptm5L0a" }, "outputs": [], "source": [ "#removing NaN values for ['Birthday']\n", "df2.dropna(how='any',subset=['Birthday'], inplace = True)" ] }, { "cell_type": "code", "execution_count": 86, "id": "29YouTP8v6t3", "metadata": { "id": "29YouTP8v6t3" }, "outputs": [], "source": [ "#try to isolate the birth year into a separate column\n", "df2['Birthday'] = df2['Birthday'].str.replace('/','-')" ] }, { "cell_type": "code", "execution_count": 87, "id": "1dkOD0DzwMGD", "metadata": { "id": "1dkOD0DzwMGD" }, "outputs": [], "source": [ "#converting the ['Birthday'] column to datetime format\n", "df2['Birthday'] = pd.to_datetime(df2['Birthday'])" ] }, { "cell_type": "code", "execution_count": 88, "id": "YEfC3l82t0ad", "metadata": { "id": "YEfC3l82t0ad" }, "outputs": [], "source": [ "#made a new column ['Birth Year'] from the ['Birthday'] column\n", "df2['Birth Year'] = df2['Birthday'].apply(lambda x: x.year)" ] }, { "cell_type": "code", "execution_count": 89, "id": "l84HSwvr2y6R", "metadata": { "id": "l84HSwvr2y6R" }, "outputs": [], "source": [ "df2['Birth Year'] = df2['Birth Year'].apply(lambda x: int(float(x)))" ] }, { "cell_type": "code", "execution_count": 90, "id": "SXQbkGlTyJAV", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "SXQbkGlTyJAV", "outputId": "8c352ed6-d532-4071-82e6-e407c6de5e30" }, "outputs": [ { "data": { "text/plain": "dtype('int64')" }, "execution_count": 90, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#checking the datatype of the birth year column\n", "df2['Birth Year'].dtypes" ] }, { "cell_type": "code", "execution_count": 91, "id": "NZWNuq1QTrH_", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "NZWNuq1QTrH_", "outputId": "c6e3bd20-dbba-425f-f8bd-64ffb57483a7" }, "outputs": [ { "data": { "text/plain": "(16757, 19)" }, "execution_count": 91, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#df2 shape\n", "df2.shape" ] }, { "cell_type": "code", "execution_count": 92, "id": "D63SEtCcUOqx", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "D63SEtCcUOqx", "outputId": "8318242c-5339-4d77-a1e1-f74e8a2ca4ca" }, "outputs": [ { "data": { "text/plain": "(13498, 19)" }, "execution_count": 92, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Drop Nan values of Age column\n", "df2.dropna(how='any',subset=['Age'], inplace = True)\n", "df2.shape" ] }, { "cell_type": "code", "execution_count": 93, "id": "6QxAsRP8vONT", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 435 }, "id": "6QxAsRP8vONT", "outputId": "3190383e-c083-4001-de6f-ce1e92179e8e" }, "outputs": [ { "data": { "text/plain": " Age Birthday College Current Status \\\nName \nFowler, Bobby 56.00 1960-09-11 Louisiana Tech Retired \nJohnson, Quinn 30.00 1986-09-30 LSU Retired \nWalton, L.T. 25.00 1992-03-31 Central Michigan Active \nLeggett, Jordan 22.00 1995-01-31 Clemson Active \nGonda, George 98.00 1919-02-23 Duquesne Retired \n\n Current Team Height (inches) High School \\\nName \nFowler, Bobby NaN 74.00 NaN \nJohnson, Quinn NaN 73.00 NaN \nWalton, L.T. Pittsburgh Steelers 77.00 Clintondale HS \nLeggett, Jordan New York Jets 77.00 Navarre HS \nGonda, George NaN 70.00 NaN \n\n High School Location Number Player Id \\\nName \nFowler, Bobby NaN NaN bobbyfowler/2514295 \nJohnson, Quinn NaN NaN quinnjohnson/79593 \nWalton, L.T. Clinton Twp.,Macomb Co., MI 96.00 l.t.walton/2552444 \nLeggett, Jordan FL NaN jordanleggett/2557885 \nGonda, George NaN NaN georgegonda/2515030 \n\n Position Weight (lbs) Years Played Year Start Year End \\\nName \nFowler, Bobby NaN 230.00 1985 - 1985 1985 1985 \nJohnson, Quinn NaN 255.00 2009 - 2013 2009 2013 \nWalton, L.T. DE 305.00 NaN 2014 2017 \nLeggett, Jordan TE 250.00 NaN 2016 2017 \nGonda, George NaN 175.00 1942 - 1942 1942 1942 \n\n Seasons Birth City Birth State Birth Year \nName \nFowler, Bobby 1 Temple TX 1960 \nJohnson, Quinn 5 New Orleans LA 1986 \nWalton, L.T. 3 Detroit MI 1992 \nLeggett, Jordan 1 Navarre FL 1995 \nGonda, George 1 Alverton PA 1919 ", "text/html": "
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AgeBirthdayCollegeCurrent StatusCurrent TeamHeight (inches)High SchoolHigh School LocationNumberPlayer IdPositionWeight (lbs)Years PlayedYear StartYear EndSeasonsBirth CityBirth StateBirth Year
Name
Fowler, Bobby56.001960-09-11Louisiana TechRetiredNaN74.00NaNNaNNaNbobbyfowler/2514295NaN230.001985 - 1985198519851TempleTX1960
Johnson, Quinn30.001986-09-30LSURetiredNaN73.00NaNNaNNaNquinnjohnson/79593NaN255.002009 - 2013200920135New OrleansLA1986
Walton, L.T.25.001992-03-31Central MichiganActivePittsburgh Steelers77.00Clintondale HSClinton Twp.,Macomb Co., MI96.00l.t.walton/2552444DE305.00NaN201420173DetroitMI1992
Leggett, Jordan22.001995-01-31ClemsonActiveNew York Jets77.00Navarre HSFLNaNjordanleggett/2557885TE250.00NaN201620171NavarreFL1995
Gonda, George98.001919-02-23DuquesneRetiredNaN70.00NaNNaNNaNgeorgegonda/2515030NaN175.001942 - 1942194219421AlvertonPA1919
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" }, "execution_count": 93, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df2.head()" ] }, { "cell_type": "code", "execution_count": 94, "id": "nbxZCyqDvERk", "metadata": { "id": "nbxZCyqDvERk" }, "outputs": [], "source": [ "#this calculates the player's age during the season played according to the ['Year'] column\n", "df2['Season Age'] = df2['Year End']-df2['Birth Year']" ] }, { "cell_type": "markdown", "id": "W4LYv94szQmd", "metadata": { "id": "W4LYv94szQmd" }, "source": [ "#Data Cleaning of df_Pass#" ] }, { "cell_type": "code", "execution_count": 95, "id": "p_FDfsxezNDX", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 486 }, "id": "p_FDfsxezNDX", "outputId": "77a18054-59d1-4c43-9328-30dcced93253" }, "outputs": [ { "data": { "text/plain": " Player Id Position Year Team \\\nName \nFarris, Tom tomfarris/2513861 NaN 1948 Chicago Rockets \nFarris, Tom tomfarris/2513861 NaN 1947 Chicago Bears \nFarris, Tom tomfarris/2513861 NaN 1946 Chicago Bears \nDemory, Bill billdemory/2512778 NaN 1974 New York Jets \nDemory, Bill billdemory/2512778 NaN 1973 New York Jets \n\n Games Played Passes Attempted Passes Completed \\\nName \nFarris, Tom 0 -- -- \nFarris, Tom 9 2 0 \nFarris, Tom 11 21 8 \nDemory, Bill 1 -- -- \nDemory, Bill 6 39 12 \n\n Completion Percentage Pass Attempts Per Game Passing Yards \\\nName \nFarris, Tom -- 0.00 -- \nFarris, Tom 0.0 0.20 0 \nFarris, Tom 38.1 1.90 108 \nDemory, Bill -- 0.00 -- \nDemory, Bill 30.8 6.50 159 \n\n Passing Yards Per Attempt Passing Yards Per Game TD Passes \\\nName \nFarris, Tom -- -- -- \nFarris, Tom 0.0 0.0 0 \nFarris, Tom 5.1 9.8 1 \nDemory, Bill -- -- -- \nDemory, Bill 4.1 26.5 2 \n\n Percentage of TDs per Attempts Ints Int Rate Longest Pass \\\nName \nFarris, Tom -- -- -- -- \nFarris, Tom 0.0 0 0.0 -- \nFarris, Tom 4.8 2 9.5 -- \nDemory, Bill -- -- -- -- \nDemory, Bill 5.1 8 20.5 -- \n\n Passes Longer than 20 Yards Passes Longer than 40 Yards Sacks \\\nName \nFarris, Tom -- -- -- \nFarris, Tom 0 0 0 \nFarris, Tom 0 0 0 \nDemory, Bill -- -- -- \nDemory, Bill 0 0 8 \n\n Sacked Yards Lost Passer Rating \nName \nFarris, Tom -- 0.00 \nFarris, Tom 0 39.60 \nFarris, Tom 0 31.50 \nDemory, Bill -- 0.00 \nDemory, Bill 73 22.20 ", "text/html": "
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Player IdPositionYearTeamGames PlayedPasses AttemptedPasses CompletedCompletion PercentagePass Attempts Per GamePassing YardsPassing Yards Per AttemptPassing Yards Per GameTD PassesPercentage of TDs per AttemptsIntsInt RateLongest PassPasses Longer than 20 YardsPasses Longer than 40 YardsSacksSacked Yards LostPasser Rating
Name
Farris, Tomtomfarris/2513861NaN1948Chicago Rockets0------0.00------------------------0.00
Farris, Tomtomfarris/2513861NaN1947Chicago Bears9200.00.2000.00.000.000.0--000039.60
Farris, Tomtomfarris/2513861NaN1946Chicago Bears1121838.11.901085.19.814.829.5--000031.50
Demory, Billbilldemory/2512778NaN1974New York Jets1------0.00------------------------0.00
Demory, Billbilldemory/2512778NaN1973New York Jets6391230.86.501594.126.525.1820.5--0087322.20
\n
" }, "execution_count": 95, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#checking the data head of df_pass\n", "df_pass.head()" ] }, { "cell_type": "code", "execution_count": 96, "id": "1GFqPBSt3Zy-", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "1GFqPBSt3Zy-", "outputId": "6f687970-022d-4c0a-c068-1df128e1fa1b" }, "outputs": [ { "data": { "text/plain": "8525" }, "execution_count": 96, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#checking the length of df_pass\n", "len(df_pass)" ] }, { "cell_type": "code", "execution_count": 97, "id": "o6yNTmAHxi6i", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "o6yNTmAHxi6i", "outputId": "7ae513be-4ec4-444a-f0f0-ac8b27f01f94" }, "outputs": [ { "data": { "text/plain": "930" }, "execution_count": 97, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#checking the ['Longest Pass'] column for strings with and number followed by T\n", "len(df_pass[df_pass['Longest Pass'].astype(str).str.contains('T')])" ] }, { "cell_type": "code", "execution_count": 98, "id": "ncLTBPgF3MAS", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "ncLTBPgF3MAS", "outputId": "7663c119-445c-493b-b6d4-d1f7b3e7b364" }, "outputs": [ { "data": { "text/plain": "6071" }, "execution_count": 98, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#checking the ['Longest Pass'] column for strings with and number followed by --, which df_pass uses for missing values or 0\n", "len(df_pass[df_pass['Longest Pass'].astype(str).str.contains('--')])" ] }, { "cell_type": "code", "execution_count": 99, "id": "DjZQ1F-BzaqA", "metadata": { "id": "DjZQ1F-BzaqA" }, "outputs": [], "source": [ "#dropping the ['Longest Pass'] column because it contains many missing values and strings; about 7/8 missing values or strings combined\n", "df_pass.drop('Longest Pass',axis=1,inplace = True)" ] }, { "cell_type": "code", "execution_count": 100, "id": "ovD-AME4n94S", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 486 }, "id": "ovD-AME4n94S", "outputId": "cf016a85-5ca4-4803-abcf-7a233a2015e6" }, "outputs": [ { "data": { "text/plain": " Player Id Position Year Team \\\nName \nFarris, Tom tomfarris/2513861 NaN 1948 Chicago Rockets \nFarris, Tom tomfarris/2513861 NaN 1947 Chicago Bears \nFarris, Tom tomfarris/2513861 NaN 1946 Chicago Bears \nDemory, Bill billdemory/2512778 NaN 1974 New York Jets \nDemory, Bill billdemory/2512778 NaN 1973 New York Jets \n\n Games Played Passes Attempted Passes Completed \\\nName \nFarris, Tom 0 -- -- \nFarris, Tom 9 2 0 \nFarris, Tom 11 21 8 \nDemory, Bill 1 -- -- \nDemory, Bill 6 39 12 \n\n Completion Percentage Pass Attempts Per Game Passing Yards \\\nName \nFarris, Tom -- 0.00 -- \nFarris, Tom 0.0 0.20 0 \nFarris, Tom 38.1 1.90 108 \nDemory, Bill -- 0.00 -- \nDemory, Bill 30.8 6.50 159 \n\n Passing Yards Per Attempt Passing Yards Per Game TD Passes \\\nName \nFarris, Tom -- -- -- \nFarris, Tom 0.0 0.0 0 \nFarris, Tom 5.1 9.8 1 \nDemory, Bill -- -- -- \nDemory, Bill 4.1 26.5 2 \n\n Percentage of TDs per Attempts Ints Int Rate \\\nName \nFarris, Tom -- -- -- \nFarris, Tom 0.0 0 0.0 \nFarris, Tom 4.8 2 9.5 \nDemory, Bill -- -- -- \nDemory, Bill 5.1 8 20.5 \n\n Passes Longer than 20 Yards Passes Longer than 40 Yards Sacks \\\nName \nFarris, Tom -- -- -- \nFarris, Tom 0 0 0 \nFarris, Tom 0 0 0 \nDemory, Bill -- -- -- \nDemory, Bill 0 0 8 \n\n Sacked Yards Lost Passer Rating \nName \nFarris, Tom -- 0.00 \nFarris, Tom 0 39.60 \nFarris, Tom 0 31.50 \nDemory, Bill -- 0.00 \nDemory, Bill 73 22.20 ", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Player IdPositionYearTeamGames PlayedPasses AttemptedPasses CompletedCompletion PercentagePass Attempts Per GamePassing YardsPassing Yards Per AttemptPassing Yards Per GameTD PassesPercentage of TDs per AttemptsIntsInt RatePasses Longer than 20 YardsPasses Longer than 40 YardsSacksSacked Yards LostPasser Rating
Name
Farris, Tomtomfarris/2513861NaN1948Chicago Rockets0------0.00----------------------0.00
Farris, Tomtomfarris/2513861NaN1947Chicago Bears9200.00.2000.00.000.000.0000039.60
Farris, Tomtomfarris/2513861NaN1946Chicago Bears1121838.11.901085.19.814.829.5000031.50
Demory, Billbilldemory/2512778NaN1974New York Jets1------0.00----------------------0.00
Demory, Billbilldemory/2512778NaN1973New York Jets6391230.86.501594.126.525.1820.50087322.20
\n
" }, "execution_count": 100, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#checking the df_pass head\n", "df_pass.head()" ] }, { "cell_type": "code", "execution_count": 101, "id": "QHjPd8lY3ynx", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "QHjPd8lY3ynx", "outputId": "5acc8bdd-a76d-419c-e1c3-bef48b1da123" }, "outputs": [ { "data": { "text/plain": "Name\nFarris, Tom NaN\nFarris, Tom NaN\nFarris, Tom NaN\nDemory, Bill NaN\nDemory, Bill NaN\n ... \nAnderson, Bill NaN\nAnderson, Bill NaN\nAnderson, Bill NaN\nAnderson, Bill NaN\nAnderson, Bill NaN\nName: Position, Length: 8525, dtype: object" }, "execution_count": 101, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#looking at the missing values for df_pass in the ['Position'] column\n", "df_pass.Position " ] }, { "cell_type": "code", "execution_count": 102, "id": "DlSBxPlYyTIp", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "DlSBxPlYyTIp", "outputId": "940044a4-15e3-43f2-ddd0-a2d10a13464f" }, "outputs": [ { "data": { "text/plain": "8525" }, "execution_count": 102, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#re-checking the length of df_pass after cleaning it\n", "len(df_pass)" ] }, { "cell_type": "code", "execution_count": 103, "id": "N518MaoUw0y_", "metadata": { "id": "N518MaoUw0y_" }, "outputs": [], "source": [ "#replacing -- with 0\n", "df_pass.replace(to_replace = '--', value = '0', inplace = True)" ] }, { "cell_type": "code", "execution_count": 104, "id": "cD1EXIT00P1t", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "cD1EXIT00P1t", "outputId": "8cbf375d-c644-4c80-86bf-6442f9a95fc8" }, "outputs": [ { "data": { "text/plain": "Player Id False\nPosition True\nYear False\nTeam False\nGames Played False\nPasses Attempted False\nPasses Completed False\nCompletion Percentage False\nPass Attempts Per Game False\nPassing Yards False\nPassing Yards Per Attempt False\nPassing Yards Per Game False\nTD Passes False\nPercentage of TDs per Attempts False\nInts False\nInt Rate False\nPasses Longer than 20 Yards False\nPasses Longer than 40 Yards False\nSacks False\nSacked Yards Lost False\nPasser Rating False\ndtype: bool" }, "execution_count": 104, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#checking for missing values; note it is acceptable for ['Position'] to have missing values because position is only listed for active players\n", "df_pass.head().isna().any()" ] }, { "cell_type": "code", "execution_count": 105, "id": "QeEQFnT21f63", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 486 }, "id": "QeEQFnT21f63", "outputId": "22949097-879e-4e45-854a-119b0af010b9" }, "outputs": [ { "data": { "text/plain": " Player Id Position Year Team \\\nName \nFarris, Tom tomfarris/2513861 NaN 1948 Chicago Rockets \nFarris, Tom tomfarris/2513861 NaN 1947 Chicago Bears \nFarris, Tom tomfarris/2513861 NaN 1946 Chicago Bears \nDemory, Bill billdemory/2512778 NaN 1974 New York Jets \nDemory, Bill billdemory/2512778 NaN 1973 New York Jets \n\n Games Played Passes Attempted Passes Completed \\\nName \nFarris, Tom 0 0 0 \nFarris, Tom 9 2 0 \nFarris, Tom 11 21 8 \nDemory, Bill 1 0 0 \nDemory, Bill 6 39 12 \n\n Completion Percentage Pass Attempts Per Game Passing Yards \\\nName \nFarris, Tom 0 0.00 0 \nFarris, Tom 0.0 0.20 0 \nFarris, Tom 38.1 1.90 108 \nDemory, Bill 0 0.00 0 \nDemory, Bill 30.8 6.50 159 \n\n Passing Yards Per Attempt Passing Yards Per Game TD Passes \\\nName \nFarris, Tom 0 0 0 \nFarris, Tom 0.0 0.0 0 \nFarris, Tom 5.1 9.8 1 \nDemory, Bill 0 0 0 \nDemory, Bill 4.1 26.5 2 \n\n Percentage of TDs per Attempts Ints Int Rate \\\nName \nFarris, Tom 0 0 0 \nFarris, Tom 0.0 0 0.0 \nFarris, Tom 4.8 2 9.5 \nDemory, Bill 0 0 0 \nDemory, Bill 5.1 8 20.5 \n\n Passes Longer than 20 Yards Passes Longer than 40 Yards Sacks \\\nName \nFarris, Tom 0 0 0 \nFarris, Tom 0 0 0 \nFarris, Tom 0 0 0 \nDemory, Bill 0 0 0 \nDemory, Bill 0 0 8 \n\n Sacked Yards Lost Passer Rating \nName \nFarris, Tom 0 0.00 \nFarris, Tom 0 39.60 \nFarris, Tom 0 31.50 \nDemory, Bill 0 0.00 \nDemory, Bill 73 22.20 ", "text/html": "
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Player IdPositionYearTeamGames PlayedPasses AttemptedPasses CompletedCompletion PercentagePass Attempts Per GamePassing YardsPassing Yards Per AttemptPassing Yards Per GameTD PassesPercentage of TDs per AttemptsIntsInt RatePasses Longer than 20 YardsPasses Longer than 40 YardsSacksSacked Yards LostPasser Rating
Name
Farris, Tomtomfarris/2513861NaN1948Chicago Rockets00000.00000000000000.00
Farris, Tomtomfarris/2513861NaN1947Chicago Bears9200.00.2000.00.000.000.0000039.60
Farris, Tomtomfarris/2513861NaN1946Chicago Bears1121838.11.901085.19.814.829.5000031.50
Demory, Billbilldemory/2512778NaN1974New York Jets10000.00000000000000.00
Demory, Billbilldemory/2512778NaN1973New York Jets6391230.86.501594.126.525.1820.50087322.20
\n
" }, "execution_count": 105, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#checking the df_pass head\n", "df_pass.head()" ] }, { "cell_type": "code", "execution_count": 106, "id": "Q_e2sI4Bj8Z3", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Q_e2sI4Bj8Z3", "outputId": "2d512391-2408-4931-fe85-67979196b8f8" }, "outputs": [ { "data": { "text/plain": "Player Id object\nPosition object\nYear int64\nTeam object\nGames Played int64\nPasses Attempted object\nPasses Completed object\nCompletion Percentage object\nPass Attempts Per Game float64\nPassing Yards object\nPassing Yards Per Attempt object\nPassing Yards Per Game object\nTD Passes object\nPercentage of TDs per Attempts object\nInts object\nInt Rate object\nPasses Longer than 20 Yards object\nPasses Longer than 40 Yards object\nSacks object\nSacked Yards Lost object\nPasser Rating float64\ndtype: object" }, "execution_count": 106, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#checking the data types in each column\n", "df_pass.dtypes" ] }, { "cell_type": "code", "execution_count": 107, "id": "CBDpZ-pYmll_", "metadata": { "id": "CBDpZ-pYmll_" }, "outputs": [], "source": [ "#converting all columns listed below to numeric\n", "df_pass[['Year','Games Played','Passes Attempted','Passes Completed','Completion Percentage','Pass Attempts Per Game','Passing Yards Per Attempt'\\\n", " ,'Passing Yards Per Game','TD Passes','Percentage of TDs per Attempts','Ints','Int Rate', 'Passes Longer than 20 Yards','Passes Longer than 40 Yards'\\\n", " ,'Sacks','Sacked Yards Lost','Passer Rating']] \\\n", " = df_pass[['Year','Games Played','Passes Attempted','Passes Completed','Completion Percentage','Pass Attempts Per Game','Passing Yards Per Attempt'\\\n", " ,'Passing Yards Per Game','TD Passes','Percentage of TDs per Attempts','Ints','Int Rate', 'Passes Longer than 20 Yards','Passes Longer than 40 Yards'\\\n", " ,'Sacks','Sacked Yards Lost','Passer Rating']].apply(pd.to_numeric)" ] }, { "cell_type": "code", "execution_count": 108, "id": "M5RmNtdZoXMh", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "M5RmNtdZoXMh", "outputId": "23f442a2-fe41-4d10-c964-338037c1cdb1" }, "outputs": [ { "data": { "text/plain": "Player Id object\nPosition object\nYear int64\nTeam object\nGames Played int64\nPasses Attempted int64\nPasses Completed int64\nCompletion Percentage float64\nPass Attempts Per Game float64\nPassing Yards object\nPassing Yards Per Attempt float64\nPassing Yards Per Game float64\nTD Passes int64\nPercentage of TDs per Attempts float64\nInts int64\nInt Rate float64\nPasses Longer than 20 Yards int64\nPasses Longer than 40 Yards int64\nSacks int64\nSacked Yards Lost int64\nPasser Rating float64\ndtype: object" }, "execution_count": 108, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#checking to see that all data types are correct\n", "df_pass.dtypes" ] }, { "cell_type": "code", "execution_count": 109, "id": "v-wUKNMirhOj", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "v-wUKNMirhOj", "outputId": "881fd93d-c9e6-4b4c-89e0-df7e59ee2dd8" }, "outputs": [ { "data": { "text/plain": "Name\nFarris, Tom 0\nFarris, Tom 0\nFarris, Tom 108\nDemory, Bill 0\nDemory, Bill 159\n ... \nAnderson, Bill 0\nAnderson, Bill 0\nAnderson, Bill 0\nAnderson, Bill 0\nAnderson, Bill 0\nName: Passing Yards, Length: 8525, dtype: int64" }, "execution_count": 109, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#cleaning the the ['Passing Yards'] column to remove the ',' and converting to float\n", "df_pass['Passing Yards'] = df_pass['Passing Yards'].str.replace(',','')\n", "df_pass['Passing Yards'].apply(lambda x: int(x))\n", "df_pass['Passing Yards'] = df_pass['Passing Yards'].astype(str).astype(float)" ] }, { "cell_type": "code", "execution_count": 110, "id": "yRpqlDGBrnt9", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "yRpqlDGBrnt9", "outputId": "bb4aca03-b2fa-438a-d2e1-7c04ab98c600" }, "outputs": [ { "data": { "text/plain": "Player Id object\nPosition object\nYear int64\nTeam object\nGames Played int64\nPasses Attempted int64\nPasses Completed int64\nCompletion Percentage float64\nPass Attempts Per Game float64\nPassing Yards float64\nPassing Yards Per Attempt float64\nPassing Yards Per Game float64\nTD Passes int64\nPercentage of TDs per Attempts float64\nInts int64\nInt Rate float64\nPasses Longer than 20 Yards int64\nPasses Longer than 40 Yards int64\nSacks int64\nSacked Yards Lost int64\nPasser Rating float64\ndtype: object" }, "execution_count": 110, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_pass.dtypes" ] }, { "cell_type": "code", "execution_count": 111, "id": "rxi26C7Tsad4", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 486 }, "id": "rxi26C7Tsad4", "outputId": "0ba3cccb-c6e6-4b7b-c1b5-276b0784af65" }, "outputs": [ { "data": { "text/plain": " Player Id Position Year Team \\\nName \nFarris, Tom tomfarris/2513861 NaN 1948 Chicago Rockets \nFarris, Tom tomfarris/2513861 NaN 1947 Chicago Bears \nFarris, Tom tomfarris/2513861 NaN 1946 Chicago Bears \nDemory, Bill billdemory/2512778 NaN 1974 New York Jets \nDemory, Bill billdemory/2512778 NaN 1973 New York Jets \n\n Games Played Passes Attempted Passes Completed \\\nName \nFarris, Tom 0 0 0 \nFarris, Tom 9 2 0 \nFarris, Tom 11 21 8 \nDemory, Bill 1 0 0 \nDemory, Bill 6 39 12 \n\n Completion Percentage Pass Attempts Per Game Passing Yards \\\nName \nFarris, Tom 0.00 0.00 0.00 \nFarris, Tom 0.00 0.20 0.00 \nFarris, Tom 38.10 1.90 108.00 \nDemory, Bill 0.00 0.00 0.00 \nDemory, Bill 30.80 6.50 159.00 \n\n Passing Yards Per Attempt Passing Yards Per Game TD Passes \\\nName \nFarris, Tom 0.00 0.00 0 \nFarris, Tom 0.00 0.00 0 \nFarris, Tom 5.10 9.80 1 \nDemory, Bill 0.00 0.00 0 \nDemory, Bill 4.10 26.50 2 \n\n Percentage of TDs per Attempts Ints Int Rate \\\nName \nFarris, Tom 0.00 0 0.00 \nFarris, Tom 0.00 0 0.00 \nFarris, Tom 4.80 2 9.50 \nDemory, Bill 0.00 0 0.00 \nDemory, Bill 5.10 8 20.50 \n\n Passes Longer than 20 Yards Passes Longer than 40 Yards Sacks \\\nName \nFarris, Tom 0 0 0 \nFarris, Tom 0 0 0 \nFarris, Tom 0 0 0 \nDemory, Bill 0 0 0 \nDemory, Bill 0 0 8 \n\n Sacked Yards Lost Passer Rating \nName \nFarris, Tom 0 0.00 \nFarris, Tom 0 39.60 \nFarris, Tom 0 31.50 \nDemory, Bill 0 0.00 \nDemory, Bill 73 22.20 ", "text/html": "
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Player IdPositionYearTeamGames PlayedPasses AttemptedPasses CompletedCompletion PercentagePass Attempts Per GamePassing YardsPassing Yards Per AttemptPassing Yards Per GameTD PassesPercentage of TDs per AttemptsIntsInt RatePasses Longer than 20 YardsPasses Longer than 40 YardsSacksSacked Yards LostPasser Rating
Name
Farris, Tomtomfarris/2513861NaN1948Chicago Rockets0000.000.000.000.000.0000.0000.0000000.00
Farris, Tomtomfarris/2513861NaN1947Chicago Bears9200.000.200.000.000.0000.0000.00000039.60
Farris, Tomtomfarris/2513861NaN1946Chicago Bears1121838.101.90108.005.109.8014.8029.50000031.50
Demory, Billbilldemory/2512778NaN1974New York Jets1000.000.000.000.000.0000.0000.0000000.00
Demory, Billbilldemory/2512778NaN1973New York Jets6391230.806.50159.004.1026.5025.10820.500087322.20
\n
" }, "execution_count": 111, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#re-checking the df_pass head\n", "df_pass.head()" ] }, { "cell_type": "markdown", "id": "ej4lfqgFiy8S", "metadata": { "id": "ej4lfqgFiy8S" }, "source": [ "#Data Cleaning and Merging of Basic_Stats.csv and Career_Stats_Passing.csv\n", "\n", "\n", "* df_pass3 is preparation for the machine learning Classification Tree\n" ] }, { "cell_type": "code", "execution_count": 112, "id": "DbgpABJUtrBa", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 435 }, "id": "DbgpABJUtrBa", "outputId": "c521f257-b7db-49ef-cc13-53761e9e3968" }, "outputs": [ { "data": { "text/plain": " Age Birthday College Current Status \\\nName \nFowler, Bobby 56.00 1960-09-11 Louisiana Tech Retired \nJohnson, Quinn 30.00 1986-09-30 LSU Retired \nWalton, L.T. 25.00 1992-03-31 Central Michigan Active \nLeggett, Jordan 22.00 1995-01-31 Clemson Active \nGonda, George 98.00 1919-02-23 Duquesne Retired \n\n Current Team Height (inches) High School \\\nName \nFowler, Bobby NaN 74.00 NaN \nJohnson, Quinn NaN 73.00 NaN \nWalton, L.T. Pittsburgh Steelers 77.00 Clintondale HS \nLeggett, Jordan New York Jets 77.00 Navarre HS \nGonda, George NaN 70.00 NaN \n\n High School Location Number Player Id \\\nName \nFowler, Bobby NaN NaN bobbyfowler/2514295 \nJohnson, Quinn NaN NaN quinnjohnson/79593 \nWalton, L.T. Clinton Twp.,Macomb Co., MI 96.00 l.t.walton/2552444 \nLeggett, Jordan FL NaN jordanleggett/2557885 \nGonda, George NaN NaN georgegonda/2515030 \n\n Position Weight (lbs) Years Played Year Start Year End \\\nName \nFowler, Bobby NaN 230.00 1985 - 1985 1985 1985 \nJohnson, Quinn NaN 255.00 2009 - 2013 2009 2013 \nWalton, L.T. DE 305.00 NaN 2014 2017 \nLeggett, Jordan TE 250.00 NaN 2016 2017 \nGonda, George NaN 175.00 1942 - 1942 1942 1942 \n\n Seasons Birth City Birth State Birth Year Season Age \nName \nFowler, Bobby 1 Temple TX 1960 25 \nJohnson, Quinn 5 New Orleans LA 1986 27 \nWalton, L.T. 3 Detroit MI 1992 25 \nLeggett, Jordan 1 Navarre FL 1995 22 \nGonda, George 1 Alverton PA 1919 23 ", "text/html": "
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AgeBirthdayCollegeCurrent StatusCurrent TeamHeight (inches)High SchoolHigh School LocationNumberPlayer IdPositionWeight (lbs)Years PlayedYear StartYear EndSeasonsBirth CityBirth StateBirth YearSeason Age
Name
Fowler, Bobby56.001960-09-11Louisiana TechRetiredNaN74.00NaNNaNNaNbobbyfowler/2514295NaN230.001985 - 1985198519851TempleTX196025
Johnson, Quinn30.001986-09-30LSURetiredNaN73.00NaNNaNNaNquinnjohnson/79593NaN255.002009 - 2013200920135New OrleansLA198627
Walton, L.T.25.001992-03-31Central MichiganActivePittsburgh Steelers77.00Clintondale HSClinton Twp.,Macomb Co., MI96.00l.t.walton/2552444DE305.00NaN201420173DetroitMI199225
Leggett, Jordan22.001995-01-31ClemsonActiveNew York Jets77.00Navarre HSFLNaNjordanleggett/2557885TE250.00NaN201620171NavarreFL199522
Gonda, George98.001919-02-23DuquesneRetiredNaN70.00NaNNaNNaNgeorgegonda/2515030NaN175.001942 - 1942194219421AlvertonPA191923
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" }, "execution_count": 112, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df2.head()" ] }, { "cell_type": "code", "execution_count": 113, "id": "VvyPqhWYi_TY", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 486 }, "id": "VvyPqhWYi_TY", "outputId": "0ed635bb-c3ca-4ec5-e381-0dd6cf381f0a" }, "outputs": [ { "data": { "text/plain": " Player Id Position Year Team \\\nName \nFarris, Tom tomfarris/2513861 NaN 1948 Chicago Rockets \nFarris, Tom tomfarris/2513861 NaN 1947 Chicago Bears \nFarris, Tom tomfarris/2513861 NaN 1946 Chicago Bears \nDemory, Bill billdemory/2512778 NaN 1974 New York Jets \nDemory, Bill billdemory/2512778 NaN 1973 New York Jets \n\n Games Played Passes Attempted Passes Completed \\\nName \nFarris, Tom 0 0 0 \nFarris, Tom 9 2 0 \nFarris, Tom 11 21 8 \nDemory, Bill 1 0 0 \nDemory, Bill 6 39 12 \n\n Completion Percentage Pass Attempts Per Game Passing Yards \\\nName \nFarris, Tom 0.00 0.00 0.00 \nFarris, Tom 0.00 0.20 0.00 \nFarris, Tom 38.10 1.90 108.00 \nDemory, Bill 0.00 0.00 0.00 \nDemory, Bill 30.80 6.50 159.00 \n\n Passing Yards Per Attempt Passing Yards Per Game TD Passes \\\nName \nFarris, Tom 0.00 0.00 0 \nFarris, Tom 0.00 0.00 0 \nFarris, Tom 5.10 9.80 1 \nDemory, Bill 0.00 0.00 0 \nDemory, Bill 4.10 26.50 2 \n\n Percentage of TDs per Attempts Ints Int Rate \\\nName \nFarris, Tom 0.00 0 0.00 \nFarris, Tom 0.00 0 0.00 \nFarris, Tom 4.80 2 9.50 \nDemory, Bill 0.00 0 0.00 \nDemory, Bill 5.10 8 20.50 \n\n Passes Longer than 20 Yards Passes Longer than 40 Yards Sacks \\\nName \nFarris, Tom 0 0 0 \nFarris, Tom 0 0 0 \nFarris, Tom 0 0 0 \nDemory, Bill 0 0 0 \nDemory, Bill 0 0 8 \n\n Sacked Yards Lost Passer Rating \nName \nFarris, Tom 0 0.00 \nFarris, Tom 0 39.60 \nFarris, Tom 0 31.50 \nDemory, Bill 0 0.00 \nDemory, Bill 73 22.20 ", "text/html": "
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Player IdPositionYearTeamGames PlayedPasses AttemptedPasses CompletedCompletion PercentagePass Attempts Per GamePassing YardsPassing Yards Per AttemptPassing Yards Per GameTD PassesPercentage of TDs per AttemptsIntsInt RatePasses Longer than 20 YardsPasses Longer than 40 YardsSacksSacked Yards LostPasser Rating
Name
Farris, Tomtomfarris/2513861NaN1948Chicago Rockets0000.000.000.000.000.0000.0000.0000000.00
Farris, Tomtomfarris/2513861NaN1947Chicago Bears9200.000.200.000.000.0000.0000.00000039.60
Farris, Tomtomfarris/2513861NaN1946Chicago Bears1121838.101.90108.005.109.8014.8029.50000031.50
Demory, Billbilldemory/2512778NaN1974New York Jets1000.000.000.000.000.0000.0000.0000000.00
Demory, Billbilldemory/2512778NaN1973New York Jets6391230.806.50159.004.1026.5025.10820.500087322.20
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" }, "execution_count": 113, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_pass.head()" ] }, { "cell_type": "code", "execution_count": 114, "id": "rU6VAn870WMd", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "rU6VAn870WMd", "outputId": "dc309127-9581-4f74-b095-3402496fc8c8" }, "outputs": [ { "data": { "text/plain": "Player Id\na.j.feeley/2504566 2011\naaronrodgers/2506363 2016\naceparker/2522734 1946\nacesanders/2540267 2014\nadamvinatieri/2503471 2016\n ... \nwoodycampbell/2510998 1971\nwoodydantzler/2504942 2003\nwraycarlton/2511085 1967\ny.a.tittle/2527468 1964\nyalelary/2519113 1964\nName: Year, Length: 1323, dtype: int64" }, "execution_count": 114, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_pass.groupby('Player Id')['Year'].max()" ] }, { "cell_type": "code", "execution_count": 115, "id": "MmcCLHo21yjK", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "MmcCLHo21yjK", "outputId": "7e5da374-9d8b-48be-c2f7-dc2b26c6ab14" }, "outputs": [ { "data": { "text/plain": "8525" }, "execution_count": 115, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(df_pass)" ] }, { "cell_type": "code", "execution_count": 116, "id": "LCgzSrVI0I6T", "metadata": { "id": "LCgzSrVI0I6T" }, "outputs": [], "source": [ "#Merge both dataframes by Player ID\n", "df_pass2 = df_pass.merge(df2, left_on = 'Player Id', right_on = 'Player Id')" ] }, { "cell_type": "code", "execution_count": 117, "id": "V_eD3fJk1uDM", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "V_eD3fJk1uDM", "outputId": "a46a5055-c866-4760-a020-1536338da343" }, "outputs": [ { "data": { "text/plain": "6460" }, "execution_count": 117, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(df_pass2)" ] }, { "cell_type": "code", "execution_count": 118, "id": "w5p46Vak2DV7", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 455 }, "id": "w5p46Vak2DV7", "outputId": "a2acc5d9-bbbb-4afa-80cc-0533b3e6fad5" }, "outputs": [ { "data": { "text/plain": " Player Id Position_x Year Team Games Played \\\n0 billdemory/2512778 NaN 1974 New York Jets 1 \n1 billdemory/2512778 NaN 1973 New York Jets 6 \n2 tomsavage/2543640 QB 2016 Houston Texans 3 \n3 tomsavage/2543640 QB 2014 Houston Texans 2 \n4 jackscarbath/2524989 NaN 1956 Pittsburgh Steelers 7 \n\n Passes Attempted Passes Completed Completion Percentage \\\n0 0 0 0.00 \n1 39 12 30.80 \n2 73 46 63.00 \n3 19 10 52.60 \n4 41 12 29.30 \n\n Pass Attempts Per Game Passing Yards Passing Yards Per Attempt \\\n0 0.00 0.00 0.00 \n1 6.50 159.00 4.10 \n2 24.30 461.00 6.30 \n3 9.50 127.00 6.70 \n4 5.90 208.00 5.10 \n\n Passing Yards Per Game TD Passes Percentage of TDs per Attempts Ints \\\n0 0.00 0 0.00 0 \n1 26.50 2 5.10 8 \n2 153.70 0 0.00 0 \n3 63.50 0 0.00 1 \n4 29.70 2 4.90 5 \n\n Int Rate Passes Longer than 20 Yards Passes Longer than 40 Yards Sacks \\\n0 0.00 0 0 0 \n1 20.50 0 0 8 \n2 0.00 5 0 5 \n3 5.30 2 0 1 \n4 12.20 0 0 0 \n\n Sacked Yards Lost Passer Rating Age Birthday College \\\n0 0 0.00 66.00 1950-12-01 Arizona \n1 73 22.20 66.00 1950-12-01 Arizona \n2 36 80.90 27.00 1990-04-26 Pittsburgh \n3 5 51.90 27.00 1990-04-26 Pittsburgh \n4 36 24.90 86.00 1930-08-12 Maryland \n\n Current Status Current Team Height (inches) High School \\\n0 Retired NaN 74.00 NaN \n1 Retired NaN 74.00 NaN \n2 Active Houston Texans 76.00 Cardinal O'Hara HS \n3 Active Houston Texans 76.00 Cardinal O'Hara HS \n4 Retired NaN 74.00 NaN \n\n High School Location Number Position_y Weight (lbs) Years Played \\\n0 NaN NaN NaN 195.00 1973 - 1974 \n1 NaN NaN NaN 195.00 1973 - 1974 \n2 Springfield, PA 3.00 QB 230.00 NaN \n3 Springfield, PA 3.00 QB 230.00 NaN \n4 NaN NaN NaN 206.00 1953 - 1956 \n\n Year Start Year End Seasons Birth City Birth State Birth Year \\\n0 1973 1974 2 Indianola IA 1950 \n1 1973 1974 2 Indianola IA 1950 \n2 2013 2017 4 Clifton Heights PA 1990 \n3 2013 2017 4 Clifton Heights PA 1990 \n4 1953 1956 3 Baltimore MD 1930 \n\n Season Age \n0 24 \n1 24 \n2 27 \n3 27 \n4 26 ", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Player IdPosition_xYearTeamGames PlayedPasses AttemptedPasses CompletedCompletion PercentagePass Attempts Per GamePassing YardsPassing Yards Per AttemptPassing Yards Per GameTD PassesPercentage of TDs per AttemptsIntsInt RatePasses Longer than 20 YardsPasses Longer than 40 YardsSacksSacked Yards LostPasser RatingAgeBirthdayCollegeCurrent StatusCurrent TeamHeight (inches)High SchoolHigh School LocationNumberPosition_yWeight (lbs)Years PlayedYear StartYear EndSeasonsBirth CityBirth StateBirth YearSeason Age
0billdemory/2512778NaN1974New York Jets1000.000.000.000.000.0000.0000.0000000.0066.001950-12-01ArizonaRetiredNaN74.00NaNNaNNaNNaN195.001973 - 1974197319742IndianolaIA195024
1billdemory/2512778NaN1973New York Jets6391230.806.50159.004.1026.5025.10820.500087322.2066.001950-12-01ArizonaRetiredNaN74.00NaNNaNNaNNaN195.001973 - 1974197319742IndianolaIA195024
2tomsavage/2543640QB2016Houston Texans3734663.0024.30461.006.30153.7000.0000.005053680.9027.001990-04-26PittsburghActiveHouston Texans76.00Cardinal O'Hara HSSpringfield, PA3.00QB230.00NaN201320174Clifton HeightsPA199027
3tomsavage/2543640QB2014Houston Texans2191052.609.50127.006.7063.5000.0015.30201551.9027.001990-04-26PittsburghActiveHouston Texans76.00Cardinal O'Hara HSSpringfield, PA3.00QB230.00NaN201320174Clifton HeightsPA199027
4jackscarbath/2524989NaN1956Pittsburgh Steelers7411229.305.90208.005.1029.7024.90512.200003624.9086.001930-08-12MarylandRetiredNaN74.00NaNNaNNaNNaN206.001953 - 1956195319563BaltimoreMD193026
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" }, "execution_count": 118, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_pass2.head()" ] }, { "cell_type": "code", "execution_count": 119, "id": "u97wRc5I2VoM", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 455 }, "id": "u97wRc5I2VoM", "outputId": "bf700681-02dd-478b-f48d-3cae070e626f" }, "outputs": [ { "data": { "text/plain": " Player Id Position_x Year Team Games Played \\\n0 billdemory/2512778 NaN 1974 New York Jets 1 \n1 billdemory/2512778 NaN 1973 New York Jets 6 \n2 tomsavage/2543640 QB 2016 Houston Texans 3 \n3 tomsavage/2543640 QB 2014 Houston Texans 2 \n4 jackscarbath/2524989 NaN 1956 Pittsburgh Steelers 7 \n\n Passes Attempted Passes Completed Completion Percentage \\\n0 0 0 0.00 \n1 39 12 30.80 \n2 73 46 63.00 \n3 19 10 52.60 \n4 41 12 29.30 \n\n Pass Attempts Per Game Passing Yards Passing Yards Per Attempt \\\n0 0.00 0.00 0.00 \n1 6.50 159.00 4.10 \n2 24.30 461.00 6.30 \n3 9.50 127.00 6.70 \n4 5.90 208.00 5.10 \n\n Passing Yards Per Game TD Passes Percentage of TDs per Attempts Ints \\\n0 0.00 0 0.00 0 \n1 26.50 2 5.10 8 \n2 153.70 0 0.00 0 \n3 63.50 0 0.00 1 \n4 29.70 2 4.90 5 \n\n Int Rate Passes Longer than 20 Yards Passes Longer than 40 Yards Sacks \\\n0 0.00 0 0 0 \n1 20.50 0 0 8 \n2 0.00 5 0 5 \n3 5.30 2 0 1 \n4 12.20 0 0 0 \n\n Sacked Yards Lost Passer Rating Age Birthday College \\\n0 0 0.00 66.00 1950-12-01 Arizona \n1 73 22.20 66.00 1950-12-01 Arizona \n2 36 80.90 27.00 1990-04-26 Pittsburgh \n3 5 51.90 27.00 1990-04-26 Pittsburgh \n4 36 24.90 86.00 1930-08-12 Maryland \n\n Current Status Current Team Height (inches) High School \\\n0 Retired NaN 74.00 NaN \n1 Retired NaN 74.00 NaN \n2 Active Houston Texans 76.00 Cardinal O'Hara HS \n3 Active Houston Texans 76.00 Cardinal O'Hara HS \n4 Retired NaN 74.00 NaN \n\n High School Location Number Position_y Weight (lbs) Years Played \\\n0 NaN NaN NaN 195.00 1973 - 1974 \n1 NaN NaN NaN 195.00 1973 - 1974 \n2 Springfield, PA 3.00 QB 230.00 NaN \n3 Springfield, PA 3.00 QB 230.00 NaN \n4 NaN NaN NaN 206.00 1953 - 1956 \n\n Year Start Year End Seasons Birth City Birth State Birth Year \\\n0 1973 1974 2 Indianola IA 1950 \n1 1973 1974 2 Indianola IA 1950 \n2 2013 2017 4 Clifton Heights PA 1990 \n3 2013 2017 4 Clifton Heights PA 1990 \n4 1953 1956 3 Baltimore MD 1930 \n\n Season Age \n0 24 \n1 24 \n2 27 \n3 27 \n4 26 ", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Player IdPosition_xYearTeamGames PlayedPasses AttemptedPasses CompletedCompletion PercentagePass Attempts Per GamePassing YardsPassing Yards Per AttemptPassing Yards Per GameTD PassesPercentage of TDs per AttemptsIntsInt RatePasses Longer than 20 YardsPasses Longer than 40 YardsSacksSacked Yards LostPasser RatingAgeBirthdayCollegeCurrent StatusCurrent TeamHeight (inches)High SchoolHigh School LocationNumberPosition_yWeight (lbs)Years PlayedYear StartYear EndSeasonsBirth CityBirth StateBirth YearSeason Age
0billdemory/2512778NaN1974New York Jets1000.000.000.000.000.0000.0000.0000000.0066.001950-12-01ArizonaRetiredNaN74.00NaNNaNNaNNaN195.001973 - 1974197319742IndianolaIA195024
1billdemory/2512778NaN1973New York Jets6391230.806.50159.004.1026.5025.10820.500087322.2066.001950-12-01ArizonaRetiredNaN74.00NaNNaNNaNNaN195.001973 - 1974197319742IndianolaIA195024
2tomsavage/2543640QB2016Houston Texans3734663.0024.30461.006.30153.7000.0000.005053680.9027.001990-04-26PittsburghActiveHouston Texans76.00Cardinal O'Hara HSSpringfield, PA3.00QB230.00NaN201320174Clifton HeightsPA199027
3tomsavage/2543640QB2014Houston Texans2191052.609.50127.006.7063.5000.0015.30201551.9027.001990-04-26PittsburghActiveHouston Texans76.00Cardinal O'Hara HSSpringfield, PA3.00QB230.00NaN201320174Clifton HeightsPA199027
4jackscarbath/2524989NaN1956Pittsburgh Steelers7411229.305.90208.005.1029.7024.90512.200003624.9086.001930-08-12MarylandRetiredNaN74.00NaNNaNNaNNaN206.001953 - 1956195319563BaltimoreMD193026
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" }, "execution_count": 119, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_pass2.head()" ] }, { "cell_type": "code", "execution_count": 120, "id": "6p4BGwC357jF", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "6p4BGwC357jF", "outputId": "31cd23b6-628c-47a8-86e5-9787dfa90b5e" }, "outputs": [ { "data": { "text/plain": "Player Id object\nPosition_x object\nYear int64\nTeam object\nGames Played int64\nPasses Attempted int64\nPasses Completed int64\nCompletion Percentage float64\nPass Attempts Per Game float64\nPassing Yards float64\nPassing Yards Per Attempt float64\nPassing Yards Per Game float64\nTD Passes int64\nPercentage of TDs per Attempts float64\nInts int64\nInt Rate float64\nPasses Longer than 20 Yards int64\nPasses Longer than 40 Yards int64\nSacks int64\nSacked Yards Lost int64\nPasser Rating float64\nAge float64\nBirthday datetime64[ns]\nCollege object\nCurrent Status object\nCurrent Team object\nHeight (inches) float64\nHigh School object\nHigh School Location object\nNumber float64\nPosition_y object\nWeight (lbs) float64\nYears Played object\nYear Start int64\nYear End int64\nSeasons int64\nBirth City object\nBirth State object\nBirth Year int64\nSeason Age int64\ndtype: object" }, "execution_count": 120, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Verify Data types\n", "df_pass2.dtypes" ] }, { "cell_type": "code", "execution_count": 121, "id": "NlHDHC1y-1si", "metadata": { "id": "NlHDHC1y-1si" }, "outputs": [], "source": [ "\n", "#made a new column for desired outcome variable ['Last Year']\n", "df_pass2['Last Year'] = (df_pass2['Year'] == df_pass2['Year End'])\n", "\n", "#made a new column for desired outcome variable ['Last Year'] -3 years (Option 2 for Machine learning)\n", "df_pass2['Last 3 Years'] = (df_pass2['Year'] >= df_pass2['Year End']-2)" ] }, { "cell_type": "code", "execution_count": 122, "id": "BWPo4ZpM_AUL", "metadata": { "id": "BWPo4ZpM_AUL" }, "outputs": [], "source": [ "#replace True in ['Last Year'] with 1, False with 0\n", "df_pass2['Last Year'].replace(to_replace= True, value = 1, inplace = True)\n", "df_pass2['Last Year'].replace(to_replace= False, value = 0, inplace = True)\n", "\n", "#replace True in ['Last 3 Years'] with 1, False with 0 (Option 2 for Machine learning)\n", "df_pass2['Last 3 Years'].replace(to_replace= True, value = 1, inplace = True)\n", "df_pass2['Last 3 Years'].replace(to_replace= False, value = 0, inplace = True)" ] }, { "cell_type": "code", "execution_count": 123, "id": "AenwQzCD9sdG", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "AenwQzCD9sdG", "outputId": "2d9a8e27-272c-4ab4-813d-4fb6b8ee7479" }, "outputs": [ { "data": { "text/plain": "682" }, "execution_count": 123, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#sanity check to make sure we have enough data\n", "df_pass2['Last Year'].sum()" ] }, { "cell_type": "code", "execution_count": 124, "id": "w2w0O2y59sNb", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "w2w0O2y59sNb", "outputId": "87032b04-9b7c-4aea-ba35-9eb7a9fac184" }, "outputs": [ { "data": { "text/plain": "2204" }, "execution_count": 124, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_pass2['Last 3 Years'].sum()" ] }, { "cell_type": "code", "execution_count": 125, "id": "G9LCpqbk99vU", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "G9LCpqbk99vU", "outputId": "7d16c45d-e897-4089-86f6-c6834b0d0291" }, "outputs": [ { "data": { "text/plain": "882" }, "execution_count": 125, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_pass2['Player Id'].nunique()" ] }, { "cell_type": "code", "execution_count": 126, "id": "HjnNGQ7v_28C", "metadata": { "id": "HjnNGQ7v_28C" }, "outputs": [], "source": [ "#Sanity Check\n", "#Last 3 Years should be close to 3x Last year\n", "#Player Id nunique should be active players in 2017 + Last Year .... " ] }, { "cell_type": "code", "execution_count": 127, "id": "ySFgtzLkulXt", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "ySFgtzLkulXt", "outputId": "df2b8885-633c-4373-dfaf-f2afd748fbd4" }, "outputs": [ { "data": { "text/plain": "2016" }, "execution_count": 127, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#sanity check to make sure we are excluding active players from the machine learning application\n", "df_pass2.Year.max()" ] }, { "cell_type": "code", "execution_count": 128, "id": "DAzJkhkSA9R2", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 455 }, "id": "DAzJkhkSA9R2", "outputId": "b0d88917-7372-4c6b-c42d-b7e36222fa42" }, "outputs": [ { "data": { "text/plain": " Player Id Position_x Year Team Games Played \\\n0 billdemory/2512778 NaN 1974 New York Jets 1 \n1 billdemory/2512778 NaN 1973 New York Jets 6 \n2 tomsavage/2543640 QB 2016 Houston Texans 3 \n3 tomsavage/2543640 QB 2014 Houston Texans 2 \n4 jackscarbath/2524989 NaN 1956 Pittsburgh Steelers 7 \n\n Passes Attempted Passes Completed Completion Percentage \\\n0 0 0 0.00 \n1 39 12 30.80 \n2 73 46 63.00 \n3 19 10 52.60 \n4 41 12 29.30 \n\n Pass Attempts Per Game Passing Yards Passing Yards Per Attempt \\\n0 0.00 0.00 0.00 \n1 6.50 159.00 4.10 \n2 24.30 461.00 6.30 \n3 9.50 127.00 6.70 \n4 5.90 208.00 5.10 \n\n Passing Yards Per Game TD Passes Percentage of TDs per Attempts Ints \\\n0 0.00 0 0.00 0 \n1 26.50 2 5.10 8 \n2 153.70 0 0.00 0 \n3 63.50 0 0.00 1 \n4 29.70 2 4.90 5 \n\n Int Rate Passes Longer than 20 Yards Passes Longer than 40 Yards Sacks \\\n0 0.00 0 0 0 \n1 20.50 0 0 8 \n2 0.00 5 0 5 \n3 5.30 2 0 1 \n4 12.20 0 0 0 \n\n Sacked Yards Lost Passer Rating Age Birthday College \\\n0 0 0.00 66.00 1950-12-01 Arizona \n1 73 22.20 66.00 1950-12-01 Arizona \n2 36 80.90 27.00 1990-04-26 Pittsburgh \n3 5 51.90 27.00 1990-04-26 Pittsburgh \n4 36 24.90 86.00 1930-08-12 Maryland \n\n Current Status Current Team Height (inches) High School \\\n0 Retired NaN 74.00 NaN \n1 Retired NaN 74.00 NaN \n2 Active Houston Texans 76.00 Cardinal O'Hara HS \n3 Active Houston Texans 76.00 Cardinal O'Hara HS \n4 Retired NaN 74.00 NaN \n\n High School Location Number Position_y Weight (lbs) Years Played \\\n0 NaN NaN NaN 195.00 1973 - 1974 \n1 NaN NaN NaN 195.00 1973 - 1974 \n2 Springfield, PA 3.00 QB 230.00 NaN \n3 Springfield, PA 3.00 QB 230.00 NaN \n4 NaN NaN NaN 206.00 1953 - 1956 \n\n Year Start Year End Seasons Birth City Birth State Birth Year \\\n0 1973 1974 2 Indianola IA 1950 \n1 1973 1974 2 Indianola IA 1950 \n2 2013 2017 4 Clifton Heights PA 1990 \n3 2013 2017 4 Clifton Heights PA 1990 \n4 1953 1956 3 Baltimore MD 1930 \n\n Season Age Last Year Last 3 Years \n0 24 1 1 \n1 24 0 1 \n2 27 0 1 \n3 27 0 0 \n4 26 1 1 ", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Player IdPosition_xYearTeamGames PlayedPasses AttemptedPasses CompletedCompletion PercentagePass Attempts Per GamePassing YardsPassing Yards Per AttemptPassing Yards Per GameTD PassesPercentage of TDs per AttemptsIntsInt RatePasses Longer than 20 YardsPasses Longer than 40 YardsSacksSacked Yards LostPasser RatingAgeBirthdayCollegeCurrent StatusCurrent TeamHeight (inches)High SchoolHigh School LocationNumberPosition_yWeight (lbs)Years PlayedYear StartYear EndSeasonsBirth CityBirth StateBirth YearSeason AgeLast YearLast 3 Years
0billdemory/2512778NaN1974New York Jets1000.000.000.000.000.0000.0000.0000000.0066.001950-12-01ArizonaRetiredNaN74.00NaNNaNNaNNaN195.001973 - 1974197319742IndianolaIA19502411
1billdemory/2512778NaN1973New York Jets6391230.806.50159.004.1026.5025.10820.500087322.2066.001950-12-01ArizonaRetiredNaN74.00NaNNaNNaNNaN195.001973 - 1974197319742IndianolaIA19502401
2tomsavage/2543640QB2016Houston Texans3734663.0024.30461.006.30153.7000.0000.005053680.9027.001990-04-26PittsburghActiveHouston Texans76.00Cardinal O'Hara HSSpringfield, PA3.00QB230.00NaN201320174Clifton HeightsPA19902701
3tomsavage/2543640QB2014Houston Texans2191052.609.50127.006.7063.5000.0015.30201551.9027.001990-04-26PittsburghActiveHouston Texans76.00Cardinal O'Hara HSSpringfield, PA3.00QB230.00NaN201320174Clifton HeightsPA19902700
4jackscarbath/2524989NaN1956Pittsburgh Steelers7411229.305.90208.005.1029.7024.90512.200003624.9086.001930-08-12MarylandRetiredNaN74.00NaNNaNNaNNaN206.001953 - 1956195319563BaltimoreMD19302611
\n
" }, "execution_count": 128, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_pass2.head()" ] }, { "cell_type": "code", "execution_count": 129, "id": "QQUz2nJz8vMm", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 455 }, "id": "QQUz2nJz8vMm", "outputId": "94b0490b-d76f-49db-97ec-26a5314e85a8" }, "outputs": [ { "data": { "text/plain": " Player Id Position_x Year Team Games Played \\\n0 billdemory/2512778 NaN 1974 New York Jets 1 \n1 billdemory/2512778 NaN 1973 New York Jets 6 \n2 tomsavage/2543640 QB 2016 Houston Texans 3 \n3 tomsavage/2543640 QB 2014 Houston Texans 2 \n4 jackscarbath/2524989 NaN 1956 Pittsburgh Steelers 7 \n\n Passes Attempted Passes Completed Completion Percentage \\\n0 0 0 0.00 \n1 39 12 30.80 \n2 73 46 63.00 \n3 19 10 52.60 \n4 41 12 29.30 \n\n Pass Attempts Per Game Passing Yards Passing Yards Per Attempt \\\n0 0.00 0.00 0.00 \n1 6.50 159.00 4.10 \n2 24.30 461.00 6.30 \n3 9.50 127.00 6.70 \n4 5.90 208.00 5.10 \n\n Passing Yards Per Game TD Passes Percentage of TDs per Attempts Ints \\\n0 0.00 0 0.00 0 \n1 26.50 2 5.10 8 \n2 153.70 0 0.00 0 \n3 63.50 0 0.00 1 \n4 29.70 2 4.90 5 \n\n Int Rate Passes Longer than 20 Yards Passes Longer than 40 Yards Sacks \\\n0 0.00 0 0 0 \n1 20.50 0 0 8 \n2 0.00 5 0 5 \n3 5.30 2 0 1 \n4 12.20 0 0 0 \n\n Sacked Yards Lost Passer Rating Age Birthday College \\\n0 0 0.00 66.00 1950-12-01 Arizona \n1 73 22.20 66.00 1950-12-01 Arizona \n2 36 80.90 27.00 1990-04-26 Pittsburgh \n3 5 51.90 27.00 1990-04-26 Pittsburgh \n4 36 24.90 86.00 1930-08-12 Maryland \n\n Current Status Current Team Height (inches) High School \\\n0 Retired NaN 74.00 NaN \n1 Retired NaN 74.00 NaN \n2 Active Houston Texans 76.00 Cardinal O'Hara HS \n3 Active Houston Texans 76.00 Cardinal O'Hara HS \n4 Retired NaN 74.00 NaN \n\n High School Location Number Position_y Weight (lbs) Years Played \\\n0 NaN NaN NaN 195.00 1973 - 1974 \n1 NaN NaN NaN 195.00 1973 - 1974 \n2 Springfield, PA 3.00 QB 230.00 NaN \n3 Springfield, PA 3.00 QB 230.00 NaN \n4 NaN NaN NaN 206.00 1953 - 1956 \n\n Year Start Year End Seasons Birth City Birth State Birth Year \\\n0 1973 1974 2 Indianola IA 1950 \n1 1973 1974 2 Indianola IA 1950 \n2 2013 2017 4 Clifton Heights PA 1990 \n3 2013 2017 4 Clifton Heights PA 1990 \n4 1953 1956 3 Baltimore MD 1930 \n\n Season Age Last Year Last 3 Years \n0 24 1 1 \n1 24 0 1 \n2 27 0 1 \n3 27 0 0 \n4 26 1 1 ", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Player IdPosition_xYearTeamGames PlayedPasses AttemptedPasses CompletedCompletion PercentagePass Attempts Per GamePassing YardsPassing Yards Per AttemptPassing Yards Per GameTD PassesPercentage of TDs per AttemptsIntsInt RatePasses Longer than 20 YardsPasses Longer than 40 YardsSacksSacked Yards LostPasser RatingAgeBirthdayCollegeCurrent StatusCurrent TeamHeight (inches)High SchoolHigh School LocationNumberPosition_yWeight (lbs)Years PlayedYear StartYear EndSeasonsBirth CityBirth StateBirth YearSeason AgeLast YearLast 3 Years
0billdemory/2512778NaN1974New York Jets1000.000.000.000.000.0000.0000.0000000.0066.001950-12-01ArizonaRetiredNaN74.00NaNNaNNaNNaN195.001973 - 1974197319742IndianolaIA19502411
1billdemory/2512778NaN1973New York Jets6391230.806.50159.004.1026.5025.10820.500087322.2066.001950-12-01ArizonaRetiredNaN74.00NaNNaNNaNNaN195.001973 - 1974197319742IndianolaIA19502401
2tomsavage/2543640QB2016Houston Texans3734663.0024.30461.006.30153.7000.0000.005053680.9027.001990-04-26PittsburghActiveHouston Texans76.00Cardinal O'Hara HSSpringfield, PA3.00QB230.00NaN201320174Clifton HeightsPA19902701
3tomsavage/2543640QB2014Houston Texans2191052.609.50127.006.7063.5000.0015.30201551.9027.001990-04-26PittsburghActiveHouston Texans76.00Cardinal O'Hara HSSpringfield, PA3.00QB230.00NaN201320174Clifton HeightsPA19902700
4jackscarbath/2524989NaN1956Pittsburgh Steelers7411229.305.90208.005.1029.7024.90512.200003624.9086.001930-08-12MarylandRetiredNaN74.00NaNNaNNaNNaN206.001953 - 1956195319563BaltimoreMD19302611
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" }, "execution_count": 129, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_pass2.head()" ] }, { "cell_type": "code", "execution_count": 130, "id": "rnnY70U4DfWF", "metadata": { "id": "rnnY70U4DfWF" }, "outputs": [], "source": [ "#this calculates the player's age during the season played according to the ['Year'] column\n", "df_pass2['Season Age'] = df_pass2['Year']-df_pass2['Birth Year']" ] }, { "cell_type": "code", "execution_count": 131, "id": "D2aANB6oGa9_", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 455 }, "id": "D2aANB6oGa9_", "outputId": "b7b36683-21f4-45d4-f056-6f7528dd029a" }, "outputs": [ { "data": { "text/plain": " Player Id Position_x Year Team Games Played \\\n0 billdemory/2512778 NaN 1974 New York Jets 1 \n1 billdemory/2512778 NaN 1973 New York Jets 6 \n2 tomsavage/2543640 QB 2016 Houston Texans 3 \n3 tomsavage/2543640 QB 2014 Houston Texans 2 \n4 jackscarbath/2524989 NaN 1956 Pittsburgh Steelers 7 \n\n Passes Attempted Passes Completed Completion Percentage \\\n0 0 0 0.00 \n1 39 12 30.80 \n2 73 46 63.00 \n3 19 10 52.60 \n4 41 12 29.30 \n\n Pass Attempts Per Game Passing Yards Passing Yards Per Attempt \\\n0 0.00 0.00 0.00 \n1 6.50 159.00 4.10 \n2 24.30 461.00 6.30 \n3 9.50 127.00 6.70 \n4 5.90 208.00 5.10 \n\n Passing Yards Per Game TD Passes Percentage of TDs per Attempts Ints \\\n0 0.00 0 0.00 0 \n1 26.50 2 5.10 8 \n2 153.70 0 0.00 0 \n3 63.50 0 0.00 1 \n4 29.70 2 4.90 5 \n\n Int Rate Passes Longer than 20 Yards Passes Longer than 40 Yards Sacks \\\n0 0.00 0 0 0 \n1 20.50 0 0 8 \n2 0.00 5 0 5 \n3 5.30 2 0 1 \n4 12.20 0 0 0 \n\n Sacked Yards Lost Passer Rating Age Birthday College \\\n0 0 0.00 66.00 1950-12-01 Arizona \n1 73 22.20 66.00 1950-12-01 Arizona \n2 36 80.90 27.00 1990-04-26 Pittsburgh \n3 5 51.90 27.00 1990-04-26 Pittsburgh \n4 36 24.90 86.00 1930-08-12 Maryland \n\n Current Status Current Team Height (inches) High School \\\n0 Retired NaN 74.00 NaN \n1 Retired NaN 74.00 NaN \n2 Active Houston Texans 76.00 Cardinal O'Hara HS \n3 Active Houston Texans 76.00 Cardinal O'Hara HS \n4 Retired NaN 74.00 NaN \n\n High School Location Number Position_y Weight (lbs) Years Played \\\n0 NaN NaN NaN 195.00 1973 - 1974 \n1 NaN NaN NaN 195.00 1973 - 1974 \n2 Springfield, PA 3.00 QB 230.00 NaN \n3 Springfield, PA 3.00 QB 230.00 NaN \n4 NaN NaN NaN 206.00 1953 - 1956 \n\n Year Start Year End Seasons Birth City Birth State Birth Year \\\n0 1973 1974 2 Indianola IA 1950 \n1 1973 1974 2 Indianola IA 1950 \n2 2013 2017 4 Clifton Heights PA 1990 \n3 2013 2017 4 Clifton Heights PA 1990 \n4 1953 1956 3 Baltimore MD 1930 \n\n Season Age Last Year Last 3 Years \n0 24 1 1 \n1 23 0 1 \n2 26 0 1 \n3 24 0 0 \n4 26 1 1 ", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Player IdPosition_xYearTeamGames PlayedPasses AttemptedPasses CompletedCompletion PercentagePass Attempts Per GamePassing YardsPassing Yards Per AttemptPassing Yards Per GameTD PassesPercentage of TDs per AttemptsIntsInt RatePasses Longer than 20 YardsPasses Longer than 40 YardsSacksSacked Yards LostPasser RatingAgeBirthdayCollegeCurrent StatusCurrent TeamHeight (inches)High SchoolHigh School LocationNumberPosition_yWeight (lbs)Years PlayedYear StartYear EndSeasonsBirth CityBirth StateBirth YearSeason AgeLast YearLast 3 Years
0billdemory/2512778NaN1974New York Jets1000.000.000.000.000.0000.0000.0000000.0066.001950-12-01ArizonaRetiredNaN74.00NaNNaNNaNNaN195.001973 - 1974197319742IndianolaIA19502411
1billdemory/2512778NaN1973New York Jets6391230.806.50159.004.1026.5025.10820.500087322.2066.001950-12-01ArizonaRetiredNaN74.00NaNNaNNaNNaN195.001973 - 1974197319742IndianolaIA19502301
2tomsavage/2543640QB2016Houston Texans3734663.0024.30461.006.30153.7000.0000.005053680.9027.001990-04-26PittsburghActiveHouston Texans76.00Cardinal O'Hara HSSpringfield, PA3.00QB230.00NaN201320174Clifton HeightsPA19902601
3tomsavage/2543640QB2014Houston Texans2191052.609.50127.006.7063.5000.0015.30201551.9027.001990-04-26PittsburghActiveHouston Texans76.00Cardinal O'Hara HSSpringfield, PA3.00QB230.00NaN201320174Clifton HeightsPA19902400
4jackscarbath/2524989NaN1956Pittsburgh Steelers7411229.305.90208.005.1029.7024.90512.200003624.9086.001930-08-12MarylandRetiredNaN74.00NaNNaNNaNNaN206.001953 - 1956195319563BaltimoreMD19302611
\n
" }, "execution_count": 131, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#checking to confirm that the age is correct; Bill should not be 66\n", "df_pass2.head()" ] }, { "cell_type": "code", "execution_count": 132, "id": "k9owycZT-MZo", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "k9owycZT-MZo", "outputId": "7b630ad4-b591-4747-ec2a-079a0bf0ff30" }, "outputs": [ { "data": { "text/plain": "682" }, "execution_count": 132, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#checking to see the number of values for the last year\n", "df_pass2['Last Year'].sum()" ] }, { "cell_type": "code", "execution_count": 133, "id": "U6GXSWgP78qJ", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "U6GXSWgP78qJ", "outputId": "dbc5b287-1d29-425b-ae21-7da0e75588e1" }, "outputs": [ { "data": { "text/plain": "2204" }, "execution_count": 133, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#checking to see the number of values for the last 3 years (Should be almost 3x from previous result)\n", "df_pass2['Last 3 Years'].sum()" ] }, { "cell_type": "code", "execution_count": 134, "id": "LjsR0RRwEaX9", "metadata": { "id": "LjsR0RRwEaX9" }, "outputs": [], "source": [ "#making a copy of df_pass2 for machine learning\n", "df_pass3 = df_pass2.copy()" ] }, { "cell_type": "code", "execution_count": 135, "id": "e_pgTQsa-SLP", "metadata": { "id": "e_pgTQsa-SLP" }, "outputs": [], "source": [ "#removed all the variables that do not pertain to the prediction; dropped ['Age'] because we calculated a separate season age (age of the player during the season)\n", "df_pass3.drop(['Year','Games Played','Year Start','Seasons','Birth Year'\\\n", " ,'Player Id','Position_x', 'Team', 'Birthday','College','Current Status'\\\n", " ,'Current Team','High School','High School Location','Number'\\\n", " ,'Position_y', 'Years Played', 'Age','Birth City','Birth State', 'Height (inches)','Weight (lbs)'], axis = 1, inplace= True)\n", "df_pass3 = df_pass3 [~(df_pass3['Pass Attempts Per Game'] <= 2.5)] #set a threshold of 2.5 pass attempts per game to be included for analysis" ] }, { "cell_type": "code", "execution_count": 136, "id": "L6Bg8dMAn1A2", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 336 }, "id": "L6Bg8dMAn1A2", "outputId": "73246182-f0a3-462f-88b0-d487edd023ac" }, "outputs": [ { "data": { "text/plain": " Passes Attempted Passes Completed Completion Percentage \\\n1 39 12 30.80 \n2 73 46 63.00 \n3 19 10 52.60 \n4 41 12 29.30 \n5 109 44 40.40 \n\n Pass Attempts Per Game Passing Yards Passing Yards Per Attempt \\\n1 6.50 159.00 4.10 \n2 24.30 461.00 6.30 \n3 9.50 127.00 6.70 \n4 5.90 208.00 5.10 \n5 10.90 798.00 7.30 \n\n Passing Yards Per Game TD Passes Percentage of TDs per Attempts Ints \\\n1 26.50 2 5.10 8 \n2 153.70 0 0.00 0 \n3 63.50 0 0.00 1 \n4 29.70 2 4.90 5 \n5 79.80 7 6.40 13 \n\n Int Rate Passes Longer than 20 Yards Passes Longer than 40 Yards Sacks \\\n1 20.50 0 0 8 \n2 0.00 5 0 5 \n3 5.30 2 0 1 \n4 12.20 0 0 0 \n5 11.90 0 0 0 \n\n Sacked Yards Lost Passer Rating Year End Season Age Last Year \\\n1 73 22.20 1974 23 0 \n2 36 80.90 2017 26 0 \n3 5 51.90 2017 24 0 \n4 36 24.90 1956 26 1 \n5 214 48.10 1956 24 0 \n\n Last 3 Years \n1 1 \n2 1 \n3 0 \n4 1 \n5 1 ", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Passes AttemptedPasses CompletedCompletion PercentagePass Attempts Per GamePassing YardsPassing Yards Per AttemptPassing Yards Per GameTD PassesPercentage of TDs per AttemptsIntsInt RatePasses Longer than 20 YardsPasses Longer than 40 YardsSacksSacked Yards LostPasser RatingYear EndSeason AgeLast YearLast 3 Years
1391230.806.50159.004.1026.5025.10820.500087322.2019742301
2734663.0024.30461.006.30153.7000.0000.005053680.9020172601
3191052.609.50127.006.7063.5000.0015.30201551.9020172400
4411229.305.90208.005.1029.7024.90512.200003624.9019562611
51094440.4010.90798.007.3079.8076.401311.9000021448.1019562401
\n
" }, "execution_count": 136, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#df_pass3 will be used for machine learning\n", "df_pass3.head()" ] }, { "cell_type": "code", "execution_count": 137, "id": "xJZ3ISAVEz-7", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "xJZ3ISAVEz-7", "outputId": "cc3dc9e6-04c0-4af0-f1a5-3a9450fa85b0" }, "outputs": [ { "data": { "text/plain": "Passes Attempted False\nPasses Completed False\nCompletion Percentage False\nPass Attempts Per Game False\nPassing Yards False\nPassing Yards Per Attempt False\nPassing Yards Per Game False\nTD Passes False\nPercentage of TDs per Attempts False\nInts False\nInt Rate False\nPasses Longer than 20 Yards False\nPasses Longer than 40 Yards False\nSacks False\nSacked Yards Lost False\nPasser Rating False\nYear End False\nSeason Age False\nLast Year False\nLast 3 Years False\ndtype: bool" }, "execution_count": 137, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#checking to confirm that the right variables are present\n", "df_pass3.isna().any()" ] }, { "cell_type": "code", "execution_count": 138, "id": "ffn3o-C3ChDb", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "ffn3o-C3ChDb", "outputId": "16199329-335a-4523-c0a2-1720406732de" }, "outputs": [ { "data": { "text/plain": "Passes Attempted int64\nPasses Completed int64\nCompletion Percentage float64\nPass Attempts Per Game float64\nPassing Yards float64\nPassing Yards Per Attempt float64\nPassing Yards Per Game float64\nTD Passes int64\nPercentage of TDs per Attempts float64\nInts int64\nInt Rate float64\nPasses Longer than 20 Yards int64\nPasses Longer than 40 Yards int64\nSacks int64\nSacked Yards Lost int64\nPasser Rating float64\nYear End int64\nSeason Age int64\nLast Year int64\nLast 3 Years int64\ndtype: object" }, "execution_count": 138, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#checking datatypes\n", "df_pass3.dtypes" ] }, { "cell_type": "code", "execution_count": 139, "id": "SMAsIj6szEGP", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "SMAsIj6szEGP", "outputId": "01f3a284-b2a5-4144-c798-03a692e15044" }, "outputs": [ { "data": { "text/plain": "682" }, "execution_count": 139, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#checking to compare the pre-threshold and post-threshold application for last year\n", "df_pass2['Last Year'].sum()" ] }, { "cell_type": "code", "execution_count": 140, "id": "EgPYTy-1zLtd", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "EgPYTy-1zLtd", "outputId": "aacd9dd0-aebd-40ea-cbcf-4241b401ade5" }, "outputs": [ { "data": { "text/plain": "174" }, "execution_count": 140, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#checking to see how applying the threshold affected the number of last year values\n", "df_pass3['Last Year'].sum()" ] }, { "cell_type": "code", "execution_count": 141, "id": "eYMhDKYhWb42", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 435 }, "id": "eYMhDKYhWb42", "outputId": "33fa599a-a7b0-462f-ba3d-169caa31d371" }, "outputs": [ { "data": { "text/plain": " Age Birthday College Current Status \\\nName \nFowler, Bobby 56.00 1960-09-11 Louisiana Tech Retired \nJohnson, Quinn 30.00 1986-09-30 LSU Retired \nWalton, L.T. 25.00 1992-03-31 Central Michigan Active \nLeggett, Jordan 22.00 1995-01-31 Clemson Active \nGonda, George 98.00 1919-02-23 Duquesne Retired \n\n Current Team Height (inches) High School \\\nName \nFowler, Bobby NaN 74.00 NaN \nJohnson, Quinn NaN 73.00 NaN \nWalton, L.T. Pittsburgh Steelers 77.00 Clintondale HS \nLeggett, Jordan New York Jets 77.00 Navarre HS \nGonda, George NaN 70.00 NaN \n\n High School Location Number Player Id \\\nName \nFowler, Bobby NaN NaN bobbyfowler/2514295 \nJohnson, Quinn NaN NaN quinnjohnson/79593 \nWalton, L.T. Clinton Twp.,Macomb Co., MI 96.00 l.t.walton/2552444 \nLeggett, Jordan FL NaN jordanleggett/2557885 \nGonda, George NaN NaN georgegonda/2515030 \n\n Position Weight (lbs) Years Played Year Start Year End \\\nName \nFowler, Bobby NaN 230.00 1985 - 1985 1985 1985 \nJohnson, Quinn NaN 255.00 2009 - 2013 2009 2013 \nWalton, L.T. DE 305.00 NaN 2014 2017 \nLeggett, Jordan TE 250.00 NaN 2016 2017 \nGonda, George NaN 175.00 1942 - 1942 1942 1942 \n\n Seasons Birth City Birth State Birth Year Season Age \nName \nFowler, Bobby 1 Temple TX 1960 25 \nJohnson, Quinn 5 New Orleans LA 1986 27 \nWalton, L.T. 3 Detroit MI 1992 25 \nLeggett, Jordan 1 Navarre FL 1995 22 \nGonda, George 1 Alverton PA 1919 23 ", "text/html": "
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AgeBirthdayCollegeCurrent StatusCurrent TeamHeight (inches)High SchoolHigh School LocationNumberPlayer IdPositionWeight (lbs)Years PlayedYear StartYear EndSeasonsBirth CityBirth StateBirth YearSeason Age
Name
Fowler, Bobby56.001960-09-11Louisiana TechRetiredNaN74.00NaNNaNNaNbobbyfowler/2514295NaN230.001985 - 1985198519851TempleTX196025
Johnson, Quinn30.001986-09-30LSURetiredNaN73.00NaNNaNNaNquinnjohnson/79593NaN255.002009 - 2013200920135New OrleansLA198627
Walton, L.T.25.001992-03-31Central MichiganActivePittsburgh Steelers77.00Clintondale HSClinton Twp.,Macomb Co., MI96.00l.t.walton/2552444DE305.00NaN201420173DetroitMI199225
Leggett, Jordan22.001995-01-31ClemsonActiveNew York Jets77.00Navarre HSFLNaNjordanleggett/2557885TE250.00NaN201620171NavarreFL199522
Gonda, George98.001919-02-23DuquesneRetiredNaN70.00NaNNaNNaNgeorgegonda/2515030NaN175.001942 - 1942194219421AlvertonPA191923
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" }, "execution_count": 141, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df2.head()" ] }, { "cell_type": "markdown", "id": "LzSABniHVgUV", "metadata": { "id": "LzSABniHVgUV" }, "source": [ "# Finding 1: Where NFL Players come from" ] }, { "cell_type": "markdown", "id": "dtB4yajnmthN", "metadata": { "id": "dtB4yajnmthN" }, "source": [ "NFL players come from many different backgrounds and places.\n", "\n", "\n", "* The Top 5 NFL Producing Colleges are: Notre Dame, USC, Ohio State, Michigan, and Penn State\n", "* NFL Players are born in many states; the top 3 are: California, Texas, and Florida\n", "* Santa Clara University produced 20 NFL players. Bryan Barker '84, a punter at SCU, played for 16 seasons in the NFL." ] }, { "cell_type": "markdown", "id": "Smio0IC1noJs", "metadata": { "id": "Smio0IC1noJs" }, "source": [ "Managerial Insights:\n", "\n", "\n", "* NFL teams should look at top NFL producing schools to draft new talent\n", "* NFL teams should also consider looking at more populated states where more NFL athletes have been born historically\n", "* Unfortunately, NFL teams should not look at Santa Clara University for NFL athletes as it no longer has a football team and its last NFL player played in 2005.\n", "* The average NFL player plays around 4 years and the saying \"NFL means Not For Long\" holds true; therefore, it is important to find new talent.\n" ] }, { "cell_type": "code", "execution_count": 142, "id": "9e2b7c32", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 418 }, "id": "9e2b7c32", "outputId": "0805b0ea-e61e-419f-c8db-0df609b58514" }, "outputs": [ { "data": { "text/plain": " Age Birthday College Current Status Current Team \\\nName \nBarker, Bryan 52.00 1964-06-28 Santa Clara Retired NaN \nPastorini, Dan 68.00 1949-05-26 Santa Clara Retired NaN \nNagler, Gern 85.00 1932-02-23 Santa Clara Retired NaN \nLeonard, Jim 59.00 1957-10-19 Santa Clara Retired NaN \nCasanega, Ken 96.00 1921-02-18 Santa Clara Retired NaN \n\n Height (inches) High School High School Location Number \\\nName \nBarker, Bryan 73.00 NaN NaN NaN \nPastorini, Dan 74.00 NaN NaN NaN \nNagler, Gern 74.00 NaN NaN NaN \nLeonard, Jim 75.00 NaN NaN NaN \nCasanega, Ken 71.00 NaN NaN NaN \n\n Player Id Position Weight (lbs) Years Played \\\nName \nBarker, Bryan bryanbarker/2499534 NaN 202.00 1990 - 2005 \nPastorini, Dan danpastorini/2522826 NaN 208.00 1971 - 1983 \nNagler, Gern gernnagler/2521936 NaN 190.00 1953 - 1961 \nLeonard, Jim jimleonard/2519358 NaN 258.00 1980 - 1986 \nCasanega, Ken kencasanega/2511229 NaN 175.00 1946 - 1948 \n\n Year Start Year End Seasons Birth City Birth State \\\nName \nBarker, Bryan 1990 2005 16 Jacksonville Beach FL \nPastorini, Dan 1971 1983 13 Sonora CA \nNagler, Gern 1953 1961 8 Yuba City CA \nLeonard, Jim 1980 1986 6 Santa Cruz CA \nCasanega, Ken 1946 1948 2 Oakland CA \n\n Birth Year Season Age \nName \nBarker, Bryan 1964 41 \nPastorini, Dan 1949 34 \nNagler, Gern 1932 29 \nLeonard, Jim 1957 29 \nCasanega, Ken 1921 27 ", "text/html": "
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AgeBirthdayCollegeCurrent StatusCurrent TeamHeight (inches)High SchoolHigh School LocationNumberPlayer IdPositionWeight (lbs)Years PlayedYear StartYear EndSeasonsBirth CityBirth StateBirth YearSeason Age
Name
Barker, Bryan52.001964-06-28Santa ClaraRetiredNaN73.00NaNNaNNaNbryanbarker/2499534NaN202.001990 - 20051990200516Jacksonville BeachFL196441
Pastorini, Dan68.001949-05-26Santa ClaraRetiredNaN74.00NaNNaNNaNdanpastorini/2522826NaN208.001971 - 19831971198313SonoraCA194934
Nagler, Gern85.001932-02-23Santa ClaraRetiredNaN74.00NaNNaNNaNgernnagler/2521936NaN190.001953 - 1961195319618Yuba CityCA193229
Leonard, Jim59.001957-10-19Santa ClaraRetiredNaN75.00NaNNaNNaNjimleonard/2519358NaN258.001980 - 1986198019866Santa CruzCA195729
Casanega, Ken96.001921-02-18Santa ClaraRetiredNaN71.00NaNNaNNaNkencasanega/2511229NaN175.001946 - 1948194619482OaklandCA192127
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" }, "execution_count": 142, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Has SCU produced any NFL players?\n", "#displaying the top 5 players who played the longest in the NFL from SCU\n", "# link to Bryan Barker https://www.scu.edu/athletics/broncobench/hall-of-fame/hall-of-fame-inductees/bryan-barker/\n", "df2[df2.College == 'Santa Clara'].sort_values(by = 'Seasons', ascending = False).head()" ] }, { "cell_type": "code", "execution_count": 143, "id": "397c97a2", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "397c97a2", "outputId": "946ef952-4aff-4aeb-84dc-6f3521487219" }, "outputs": [ { "data": { "text/plain": "10" }, "execution_count": 143, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#number of NFL players who played at SCU\n", "len(df2[df2.College == 'Santa Clara'])" ] }, { "cell_type": "code", "execution_count": 144, "id": "HpjM6jl3zwxG", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 752 }, "id": "HpjM6jl3zwxG", "outputId": "4416cb84-05e4-44b6-db9f-beccb0dc8947" }, "outputs": [ { "data": { "text/plain": " Age Birthday College Current Status \\\nName \nHolmes, Khaled 27.00 1990-01-19 USC Active \nWeaver, Charlie 67.00 1949-07-12 USC Retired \nTaylor, Mike 72.00 1945-05-05 USC Retired \nFoster, Roy 57.00 1960-05-24 USC Retired \nJackson, John 50.00 1967-01-02 USC Retired \n... ... ... ... ... \nCameron, Jordan 28.00 1988-08-07 USC Unsigned free agent \nEdwards, Dennis 57.00 1959-10-06 USC Retired \nPerry, Nick 27.00 1990-04-12 USC Active \nMadden, Tre 23.00 1993-08-16 USC Active \nGable, C.J. 29.00 1987-10-19 USC Retired \n\n Current Team Height (inches) High School \\\nName \nHolmes, Khaled New York Giants 75.00 Mater Dei HS \nWeaver, Charlie NaN 74.00 NaN \nTaylor, Mike NaN 76.00 NaN \nFoster, Roy NaN 76.00 NaN \nJackson, John NaN 70.00 NaN \n... ... ... ... \nCameron, Jordan Miami Dolphins 77.00 Newbury Park HS \nEdwards, Dennis NaN 76.00 NaN \nPerry, Nick Green Bay Packers 75.00 Martin Luther King HS \nMadden, Tre Seattle Seahawks 72.00 Mission Viejo HS \nGable, C.J. NaN 72.00 NaN \n\n High School Location Number Player Id Position \\\nName \nHolmes, Khaled Santa, Ana, CA NaN khaledholmes/2539307 C \nWeaver, Charlie NaN NaN charlieweaver/2528402 NaN \nTaylor, Mike NaN NaN miketaylor/2527106 NaN \nFoster, Roy NaN NaN royfoster/2500690 NaN \nJackson, John NaN NaN johnjackson/2501327 NaN \n... ... ... ... ... \nCameron, Jordan CA 84.00 jordancameron/2495267 TE \nEdwards, Dennis NaN NaN dennisedwards/2513477 NaN \nPerry, Nick Detroit, MI 53.00 nickperry/2533048 OLB \nMadden, Tre CA 38.00 tremadden/2556603 RB \nGable, C.J. NaN NaN c.j.gable/2530680 NaN \n\n Weight (lbs) Years Played Year Start Year End Seasons \\\nName \nHolmes, Khaled 309.00 NaN 2014 2017 3 \nWeaver, Charlie 220.00 1971 - 1981 1971 1981 11 \nTaylor, Mike 255.00 1968 - 1973 1968 1973 5 \nFoster, Roy 275.00 1982 - 1993 1982 1993 12 \nJackson, John 175.00 1990 - 1996 1990 1996 4 \n... ... ... ... ... ... \nCameron, Jordan 265.00 NaN 2010 2017 7 \nEdwards, Dennis 253.00 1987 - 1987 1987 1987 1 \nPerry, Nick 265.00 NaN 2011 2017 6 \nMadden, Tre 223.00 NaN 2015 2017 2 \nGable, C.J. 205.00 2011 - 2011 2011 2011 1 \n\n Birth City Birth State Birth Year Season Age \nName \nHolmes, Khaled San Diego CA 1990 27 \nWeaver, Charlie Greenwood MS 1949 32 \nTaylor, Mike San Francisco CA 1945 28 \nFoster, Roy Los Angeles CA 1960 33 \nJackson, John Brooklyn NY 1967 29 \n... ... ... ... ... \nCameron, Jordan Los Angeles Co. CA 1988 29 \nEdwards, Dennis Stockton CA 1959 28 \nPerry, Nick Detroit MI 1990 27 \nMadden, Tre , TX Unknown 1993 24 \nGable, C.J. NaN Unknown 1987 24 \n\n[238 rows x 20 columns]", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
AgeBirthdayCollegeCurrent StatusCurrent TeamHeight (inches)High SchoolHigh School LocationNumberPlayer IdPositionWeight (lbs)Years PlayedYear StartYear EndSeasonsBirth CityBirth StateBirth YearSeason Age
Name
Holmes, Khaled27.001990-01-19USCActiveNew York Giants75.00Mater Dei HSSanta, Ana, CANaNkhaledholmes/2539307C309.00NaN201420173San DiegoCA199027
Weaver, Charlie67.001949-07-12USCRetiredNaN74.00NaNNaNNaNcharlieweaver/2528402NaN220.001971 - 19811971198111GreenwoodMS194932
Taylor, Mike72.001945-05-05USCRetiredNaN76.00NaNNaNNaNmiketaylor/2527106NaN255.001968 - 1973196819735San FranciscoCA194528
Foster, Roy57.001960-05-24USCRetiredNaN76.00NaNNaNNaNroyfoster/2500690NaN275.001982 - 19931982199312Los AngelesCA196033
Jackson, John50.001967-01-02USCRetiredNaN70.00NaNNaNNaNjohnjackson/2501327NaN175.001990 - 1996199019964BrooklynNY196729
...............................................................
Cameron, Jordan28.001988-08-07USCUnsigned free agentMiami Dolphins77.00Newbury Park HSCA84.00jordancameron/2495267TE265.00NaN201020177Los Angeles Co.CA198829
Edwards, Dennis57.001959-10-06USCRetiredNaN76.00NaNNaNNaNdennisedwards/2513477NaN253.001987 - 1987198719871StocktonCA195928
Perry, Nick27.001990-04-12USCActiveGreen Bay Packers75.00Martin Luther King HSDetroit, MI53.00nickperry/2533048OLB265.00NaN201120176DetroitMI199027
Madden, Tre23.001993-08-16USCActiveSeattle Seahawks72.00Mission Viejo HSCA38.00tremadden/2556603RB223.00NaN201520172, TXUnknown199324
Gable, C.J.29.001987-10-19USCRetiredNaN72.00NaNNaNNaNc.j.gable/2530680NaN205.002011 - 2011201120111NaNUnknown198724
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238 rows × 20 columns

\n
" }, "execution_count": 144, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#checking USC, well known football powerhouse and used to share the initials with Santa Clara University (University of Santa Clara)\n", "df2[df2.College == 'USC']" ] }, { "cell_type": "code", "execution_count": 145, "id": "57c79804", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 450 }, "id": "57c79804", "outputId": "51a2f722-915c-4068-cb93-95b635089dae" }, "outputs": [ { "data": { "text/plain": " Age Height (inches) Number Weight (lbs) Year Start \\\nCollege \nAbilene Christian 43.25 72.75 30.33 214.94 1997.44 \nAdams State 72.00 74.00 NaN 200.00 1967.00 \nAir Force 34.67 74.00 54.00 254.17 2006.50 \nAkron 33.36 74.00 60.00 240.29 2006.61 \nAlabama 39.23 73.75 54.33 240.44 1999.96 \n... ... ... ... ... ... \nXavier (Ohio) 75.00 73.33 NaN 208.67 1964.00 \nYale 44.67 73.44 NaN 224.44 1994.00 \nYankton 66.00 71.00 NaN 206.00 1973.00 \nYork (Canada) 36.00 74.00 NaN 252.00 2010.00 \nYoungstown State 37.14 72.93 67.50 234.29 2002.14 \n\n Year End Seasons Birth Year Season Age \nCollege \nAbilene Christian 1999.88 3.12 1973.25 26.62 \nAdams State 1969.00 2.00 1945.00 24.00 \nAir Force 2009.17 3.33 1982.17 27.00 \nAkron 2008.00 1.82 1983.04 24.96 \nAlabama 2003.50 4.11 1977.21 26.29 \n... ... ... ... ... \nXavier (Ohio) 1968.67 5.67 1941.33 27.33 \nYale 1997.89 4.67 1971.44 26.44 \nYankton 1974.00 2.00 1950.00 24.00 \nYork (Canada) 2010.00 1.00 1981.00 29.00 \nYoungstown State 2004.14 2.79 1979.36 24.79 \n\n[614 rows x 9 columns]", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
AgeHeight (inches)NumberWeight (lbs)Year StartYear EndSeasonsBirth YearSeason Age
College
Abilene Christian43.2572.7530.33214.941997.441999.883.121973.2526.62
Adams State72.0074.00NaN200.001967.001969.002.001945.0024.00
Air Force34.6774.0054.00254.172006.502009.173.331982.1727.00
Akron33.3674.0060.00240.292006.612008.001.821983.0424.96
Alabama39.2373.7554.33240.441999.962003.504.111977.2126.29
..............................
Xavier (Ohio)75.0073.33NaN208.671964.001968.675.671941.3327.33
Yale44.6773.44NaN224.441994.001997.894.671971.4426.44
Yankton66.0071.00NaN206.001973.001974.002.001950.0024.00
York (Canada)36.0074.00NaN252.002010.002010.001.001981.0029.00
Youngstown State37.1472.9367.50234.292002.142004.142.791979.3624.79
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614 rows × 9 columns

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" }, "execution_count": 145, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Looking at the average statistics of NFL athletes by college\n", "df2.groupby('College').mean()" ] }, { "cell_type": "code", "execution_count": 146, "id": "f2f6aaed", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "f2f6aaed", "outputId": "cf7a2735-d049-4e4d-b676-46cb5a9c3554", "scrolled": true }, "outputs": [ { "data": { "text/plain": "College\nUSC 238\nNotre Dame 203\nOhio State 196\nMiami (Fla.) 192\nMichigan 190\nPenn State 190\nFlorida 189\nLSU 189\nUCLA 180\nNebraska 173\nName: College, dtype: int64" }, "execution_count": 146, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#top 50 colleges producing NFL athletes\n", "#remove no college\n", "df2[df2['College'] != 'No College'].groupby('College')['College']\\\n", " .count().nlargest(10)" ] }, { "cell_type": "code", "execution_count": 147, "id": "LtcX5CQIPubs", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 296 }, "id": "LtcX5CQIPubs", "outputId": "d1c3dc12-4cd3-418e-caea-20c50201d580" }, "outputs": [ { "data": { "text/plain": "" }, "execution_count": 147, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": "
", "image/png": 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CK4FHgOMyc2nH/B8EXhYRrwe+Afwz8LWI2IMSErtHxJ2UnY+jKD2SZfXx2cBvRsS7gY9QQmTbOt9TMrMX99h8F3hRRMyty3Us8Flg+4j4SWZuFxF71fpNAR4C/ri+9z0R8RxKcBwDbE/tUUbEnwBvB35O2Vm7HPgScDEwF3g2sLCuA9cD36GsL9sAr83MXo4mMJuy/q2pQbiAsqyPUML8pcCZdTleAFyemefV3uQqYAfgucBbMvPbHfMdcr2p834nsFW9jH4Z8J76nq0ogbE/ZUfhMuDIiHg/G7ZtGtFk7BFAWXn/LCJ2GiioX+jrKBv7fYCdIuL3KRvd6zLzk3XS6zJzH2Bv4AV1j/Eg4Oz17SFk5hOUQ0QALwJeVfeKE3hFLf814A9rHc8B3ggcTtn4TAEWAkdl5oGUlewtG9kG3bQGOATYCbgmIh6grCBQ9njv75w4Mx/NzIlynfILKQG7rh9QNlwAt2XmwcBFdLR//X4+yeD3s4jyHf5S3VifQBlM8T+Bfwdenpm3UcbUOgP4/5QN/CGZuT8lDH6H8lu8s+5FnwV8o+6hvg34+KYu+Ab4EvAHdXn3BL61zuufBN6amXsB/wrsXMu/WtvtasqODwAR8WzKhnNf4DBqDwPYkRKwhwG/D/x5x2fcmpmHAF+no4fSRQdHxPURcR0l+N5Rd2YWAifX9fhrlO8PynANfwi8vKMM4IHaE7yI8r39Umb2McR6U8vPBy7NzC8Dv0U5RHgwpff62sz8FPAT4OiIOJwN3Datz2TsEQzshZ4GXEK5cxngxcDNA3vXEbGY0uC3rPv2+ncXYI+6dwJlZf11RtizjYhtgMfq058Cfx8RK+pn31TL78jMJyNiKXBfZq6OiEcpATKPsifx+YiAcqzy2g1Y9LH2BLDlOmVbU4+jZubbASLiRZQf9o2UcaCeT9mzpL6+L/DfE2R48YcoG7d17UQ53wPlXA+UFW+rjmmeDSzPzIfq8xuA93XOJCJ2BTIzj6kb0kMp3+d2A9PUntNq4HP19/FrlN9Xp10oG6fX1+fP3IBl3FSXUoLnfmDxEK8/JzPvAsjMjwHU32tnu23XMf2OlIB7vE77rY7pTouIoyhDzXS2we3174PrzKtbrus8F9ZhZ+BjdfmmA/fU8u/VoXDWRMQTHdN31vsph3oi4nkMv950eghYUH8bv8rgNmzABm+b1mey9gioJ12SwT26u4G9ImJaXUEPoHypa3lqO6ztmP6bdU/gYMrJpKfs6Q7hDODyeizwf1MOQx1P2aAOHCIaac/4Ycre4hH1c8+jnLwbL3cBL42I58IvT2YeQGmbz0bEwMbpAUrdVwOfAf4yIp5R3/MrtWwrJoZ/ptzJ/sswiIjjgZ9l5sD3O9x39DCwzUB7UI4l37PONIdQzolMrb2g/wR+UR+vBbaoYXFkZr4eeAfl9zeFp/4W7wb+pv4OXkfZS+2J2g7PAE4B/t8Qk/x4oLcdEWdGxB/U8uHa7V7gxRExqx4PH2j7vwBuysxjgS8wuI6MNK9eS+BN9Xs4A/hqLR+ufiPVezuGX286v/uLKT2ut1DOOw60y8A0G7NtGtGkDYLqNMpGeKDL/nlKut4K/JByhdF9wC61B9HpK8CK2nO4DejPzMd4umsj4psRcQPleOZ7KXs3SyhXWiyudRjpJCG1jmspV9t8te41/Slwx6iXdoxl5nJKd/2rda/lBuCizLyVctz0uohYUssvzuImyqGDr0fEIuAq4K+Gu1Km12p3/9XAORGxJCJuAfZiFIcf6sb8BOBLdbkPAf7POpMtAB4Fbq9t9jnK4T8ovc/zKceffxER/0459PFflN/HT4EZEfEByk7A6+pe3zX0/ndwOfD8zFw36ABOpJzkXEQ5Xv61kWaUmQ8DH6CsC9dQerpPUtaxU2s7nUbZu163BzreTgL+oW4Hzgc2+ndczxcMud5Qxlg7IiKOBv4RuKVOM5vBbcdiSluPdts0ag4xIamrImIa5fLc8+rzG4BzMvOG8a2ZBkzKcwSSJo7MXBMRz4iIb1MOg9zC0OceNE7sEUhS4yb7OQJJ0noYBJLUOINAkhrnyWKpQ0T8FvBByn0PW1Mu1/vroe6MrkMKXEa5PvzFmfnOHlZVGjP2CKSq3qZ/GXBaHdphb8pdnCeOZ72kbrNHIA06gjLUwPehjA0TEW8CVkfEBcB+dbpLM/MjQ80gIt4BvIFyh+llmbkgInakDHfyJOVu0h0yc35EvJZyw14fcKM9Co0XewTSoKEGzFtBGSjtBZQewn7AG+oghk8RZajt19dp9qOMEhnAh4D31V7GkjrtsyjDkPxuZu4H/God2VTqOXsE0qAHgN07C6L8E5s9gMX1PMGTEXEzMNT/V3gJZfCvb9Tnz6QMuLYzgyN4LqYM27wjZZDBr9UBzWZTRkaVes4egTToKuCVdYx4ImI65X9MPEo9LFTL9gG+P8T7kzLI3EF1QLBLKGPI3EEZrhhKrwLKsNcPAofWaS/i6SPhSj1hEEhVHWTvzcDCOtjbzZThtC8CfhARN9WyK9b5hyMD7/8upTdwYx1QbifKkMJnAu+MiG9Q/iHNk5n5M0rILKoD3x3O00cylXrCISakLouIPwZuycx765DX+2Tmcet7n9QrniOQuu9B4LKIeJxyhdCfjHN9pKewRyBJjfMcgSQ1ziCQpMYZBJLUOINAkhpnEEhS4/4HRZtp9IRi/rUAAAAASUVORK5CYII=\n" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.countplot(x='College', data=df2,\n", " order = ['Notre Dame', 'USC', 'Ohio State', 'Michigan', 'Penn State'])" ] }, { "cell_type": "code", "execution_count": 148, "id": "C35GjIUnOCbZ", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 243 }, "id": "C35GjIUnOCbZ", "outputId": "4d22efcf-684e-4157-d772-b203b8810478" }, "outputs": [ { "data": { "text/plain": " Age Birthday College Current Status Current Team \\\nName \nBrady, Tom 39.00 1977-08-03 Michigan Active New England Patriots \n\n Height (inches) High School High School Location Number \\\nName \nBrady, Tom 76.00 Serra HS San Mateo, CA 12.00 \n\n Player Id Position Weight (lbs) Years Played Year Start \\\nName \nBrady, Tom tombrady/2504211 QB 225.00 NaN 1999 \n\n Year End Seasons Birth City Birth State Birth Year Season Age \nName \nBrady, Tom 2017 18 San Mateo CA 1977 40 ", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
AgeBirthdayCollegeCurrent StatusCurrent TeamHeight (inches)High SchoolHigh School LocationNumberPlayer IdPositionWeight (lbs)Years PlayedYear StartYear EndSeasonsBirth CityBirth StateBirth YearSeason Age
Name
Brady, Tom39.001977-08-03MichiganActiveNew England Patriots76.00Serra HSSan Mateo, CA12.00tombrady/2504211QB225.00NaN1999201718San MateoCA197740
\n
" }, "execution_count": 148, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#checking where Tom Brady came from; note from Michigan, a top 5 NFL producing college\n", "df2[df2.index == 'Brady, Tom']" ] }, { "cell_type": "code", "execution_count": 149, "id": "M49kCDSdXXw2", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 917 }, "id": "M49kCDSdXXw2", "outputId": "ff2db086-c9e9-4b38-c5c4-5cddf63560a9" }, "outputs": [ { "data": { "text/plain": " Age Height (inches) Number Weight (lbs) Year Start Year End \\\nPosition \nT 28.09 78.01 72.90 317.41 2010.54 2017.00 \nK 28.11 71.93 5.44 199.00 2010.87 2017.00 \nLS 28.39 74.64 52.53 243.86 2011.23 2017.00 \nFS 26.78 71.78 30.33 204.75 2011.47 2017.00 \nMLB 26.48 73.43 56.00 239.90 2011.48 2017.00 \nG 27.42 75.84 70.48 315.29 2011.49 2017.00 \nSS 26.61 72.03 31.13 207.82 2011.52 2017.00 \nQB 27.17 75.19 9.31 223.25 2011.67 2017.00 \nOLB 26.69 74.41 59.00 246.70 2011.69 2017.00 \nP 27.36 73.89 6.53 210.32 2011.86 2017.00 \nNT 26.03 74.59 87.64 317.97 2012.38 2017.00 \nFB 26.50 72.54 40.83 244.04 2012.62 2017.00 \nDE 25.76 75.86 85.88 278.32 2012.92 2017.00 \nC 47.82 75.65 64.31 303.14 2013.05 2017.00 \nTE 25.69 76.61 81.93 252.23 2013.14 2017.00 \nILB 25.09 73.22 54.70 237.85 2013.22 2017.00 \nCB 24.92 71.63 28.12 193.40 2013.40 2017.00 \nRB 24.96 70.88 31.57 215.07 2013.41 2017.00 \nDT 25.09 74.98 88.36 306.50 2013.56 2017.00 \nWR 30.06 72.67 33.87 199.73 2013.85 2017.00 \nDB 24.98 71.87 32.55 197.96 2013.93 2017.00 \nOG 24.97 76.34 69.72 313.02 2014.01 2017.00 \nLB 35.53 73.93 60.24 238.48 2014.27 2017.00 \nOT 24.60 78.02 70.97 312.12 2014.55 2017.00 \nSAF 22.52 72.78 35.20 206.39 2015.65 2017.00 \nOL 26.00 78.00 71.00 312.00 2016.00 2017.00 \nDL 23.67 75.00 NaN 266.67 2016.00 2017.00 \n\n Seasons Birth Year Season Age \nPosition \nT 6.46 1988.29 28.71 \nK 6.13 1988.33 28.67 \nLS 5.77 1988.02 28.98 \nFS 5.53 1989.68 27.32 \nMLB 5.52 1990.05 26.95 \nG 5.51 1989.02 27.98 \nSS 5.48 1989.84 27.16 \nQB 5.33 1989.26 27.74 \nOLB 5.31 1989.77 27.23 \nP 5.14 1989.09 27.91 \nNT 4.62 1990.50 26.50 \nFB 4.38 1989.96 27.04 \nDE 4.08 1990.73 26.27 \nC 3.95 1990.59 26.41 \nTE 3.86 1990.74 26.26 \nILB 3.78 1991.31 25.69 \nCB 3.60 1991.49 25.51 \nRB 3.59 1991.47 25.53 \nDT 3.44 1991.31 25.69 \nWR 3.15 1991.64 25.36 \nDB 3.07 1991.47 25.53 \nOG 2.99 1991.42 25.58 \nLB 2.73 1991.76 25.24 \nOT 2.45 1991.86 25.14 \nSAF 1.35 1994.00 23.00 \nOL 1.00 1991.00 26.00 \nDL 1.00 1993.00 24.00 ", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
AgeHeight (inches)NumberWeight (lbs)Year StartYear EndSeasonsBirth YearSeason Age
Position
T28.0978.0172.90317.412010.542017.006.461988.2928.71
K28.1171.935.44199.002010.872017.006.131988.3328.67
LS28.3974.6452.53243.862011.232017.005.771988.0228.98
FS26.7871.7830.33204.752011.472017.005.531989.6827.32
MLB26.4873.4356.00239.902011.482017.005.521990.0526.95
G27.4275.8470.48315.292011.492017.005.511989.0227.98
SS26.6172.0331.13207.822011.522017.005.481989.8427.16
QB27.1775.199.31223.252011.672017.005.331989.2627.74
OLB26.6974.4159.00246.702011.692017.005.311989.7727.23
P27.3673.896.53210.322011.862017.005.141989.0927.91
NT26.0374.5987.64317.972012.382017.004.621990.5026.50
FB26.5072.5440.83244.042012.622017.004.381989.9627.04
DE25.7675.8685.88278.322012.922017.004.081990.7326.27
C47.8275.6564.31303.142013.052017.003.951990.5926.41
TE25.6976.6181.93252.232013.142017.003.861990.7426.26
ILB25.0973.2254.70237.852013.222017.003.781991.3125.69
CB24.9271.6328.12193.402013.402017.003.601991.4925.51
RB24.9670.8831.57215.072013.412017.003.591991.4725.53
DT25.0974.9888.36306.502013.562017.003.441991.3125.69
WR30.0672.6733.87199.732013.852017.003.151991.6425.36
DB24.9871.8732.55197.962013.932017.003.071991.4725.53
OG24.9776.3469.72313.022014.012017.002.991991.4225.58
LB35.5373.9360.24238.482014.272017.002.731991.7625.24
OT24.6078.0270.97312.122014.552017.002.451991.8625.14
SAF22.5272.7835.20206.392015.652017.001.351994.0023.00
OL26.0078.0071.00312.002016.002017.001.001991.0026.00
DL23.6775.00NaN266.672016.002017.001.001993.0024.00
\n
" }, "execution_count": 149, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#this represents the active seasons played; retired players do not have a position value\n", "df2.groupby('Position').mean().sort_values(by='Seasons', ascending = False)" ] }, { "cell_type": "code", "execution_count": 150, "id": "eA9sC__y0ZAu", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "eA9sC__y0ZAu", "outputId": "4bcd2fed-e86b-4c64-8cf1-17fcac499887" }, "outputs": [ { "data": { "text/plain": "array(['Retired', 'Active', 'Unsigned free agent', 'Suspended',\n 'Injured reserve', 'Physically unable to perform'], dtype=object)" }, "execution_count": 150, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#checking the unique values in the ['Current Status'] column\n", "df2['Current Status'].unique()" ] }, { "cell_type": "code", "execution_count": 151, "id": "8rg6O5J4Qns2", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "8rg6O5J4Qns2", "outputId": "8af3a6d6-e526-4ad2-8c9f-775a2686887f" }, "outputs": [ { "data": { "text/plain": "4.203142432130904" }, "execution_count": 151, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#average length of tenure in the NFL for all non-active players\n", "df2[(df2['Current Status'] != 'Active')].Seasons.mean()" ] }, { "cell_type": "code", "execution_count": 152, "id": "zv6iwVZyRS_H", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "zv6iwVZyRS_H", "outputId": "20f5e82b-a95a-4d2e-f946-5631178713f2" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "287\n" ] } ], "source": [ "#checking the number of 0 values in the ['Seasons'] column\n", "count = (df2['Seasons'] == 0).sum()\n", "print(count)" ] }, { "cell_type": "code", "execution_count": 153, "id": "p-0sDs3HXWJb", "metadata": { "id": "p-0sDs3HXWJb" }, "outputs": [], "source": [ "#Droping Seasons below 1\n", "dfSeasons= df2.copy()\n", "dfSeasons['Season1+']=(dfSeasons['Seasons']>=1)\n", "dfSeasons.drop(dfSeasons[dfSeasons['Season1+'] == False].index, inplace=True)" ] }, { "cell_type": "code", "execution_count": 154, "id": "3vhXtW49artm", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "3vhXtW49artm", "outputId": "f4dadf2d-40d3-43e1-99e9-d46da63e519f" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0\n" ] } ], "source": [ "count = (dfSeasons['Seasons'] == 0).sum()\n", "print(count)" ] }, { "cell_type": "code", "execution_count": 155, "id": "N_mZsgIGazuN", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "N_mZsgIGazuN", "outputId": "924e9a6b-f848-45d2-b8e9-3cf23cc919c9" }, "outputs": [ { "data": { "text/plain": "4.314922944385948" }, "execution_count": 155, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#this is the average for all retired players (Ignoring all zero seasons)\n", "dfSeasons[(dfSeasons['Current Status'] != 'Active')].Seasons.mean()" ] }, { "cell_type": "code", "execution_count": 156, "id": "DX1lsW7p1AFR", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "DX1lsW7p1AFR", "outputId": "e1daa49d-1acf-482e-daa0-2aea713601f8" }, "outputs": [ { "data": { "text/plain": "Age 0.00\nHeight (inches) 0.00\nNumber 0.00\nWeight (lbs) 0.00\nYear Start 0.00\nYear End 0.00\nSeasons 0.00\nBirth Year 0.00\nSeason Age 0.00\ndtype: float64" }, "execution_count": 156, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#checking to see if there are any additional values that are missing\n", "df2[(df2['Current Status'] != 'Active') & (df2['Current Status'] != 'Unsigned free agent') & (df2['Current Status'] != 'Suspended') \\\n", " & (df2['Current Status'] != 'Injured reserve') & (df2['Current Status'] != 'Physically unable to perform')\\\n", " ].groupby('Position').sum().sum()" ] }, { "cell_type": "code", "execution_count": 157, "id": "9FVbyql117iL", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 178 }, "id": "9FVbyql117iL", "outputId": "e5d073db-515a-4749-b9b7-3eca1afec8d4" }, "outputs": [ { "data": { "text/plain": "Empty DataFrame\nColumns: [Age, Birthday, College, Current Status, Current Team, Height (inches), High School, High School Location, Number, Player Id, Position, Weight (lbs), Years Played, Year Start, Year End, Seasons, Birth City, Birth State, Birth Year, Season Age]\nIndex: []", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
AgeBirthdayCollegeCurrent StatusCurrent TeamHeight (inches)High SchoolHigh School LocationNumberPlayer IdPositionWeight (lbs)Years PlayedYear StartYear EndSeasonsBirth CityBirth StateBirth YearSeason Age
Name
\n
" }, "execution_count": 157, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#exploring the df; note that retired players do not have their position listed so will be unable to do statistics of retired players by position\n", "df2[(df2['Current Status'] == 'Retired') & (df2['Position'].isnull()==False)]" ] }, { "cell_type": "code", "execution_count": 158, "id": "8gyyxWgEvawP", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "8gyyxWgEvawP", "outputId": "1e1f4db9-fc7b-40e0-de99-0ce5af90956b" }, "outputs": [ { "data": { "text/plain": "array([], dtype=object)" }, "execution_count": 158, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#convert all NaN values for Year End to 2017\n", "#exploring all non-active values\n", "df2[(df2['Year End'].isnull()) & (df2['Current Status'] != 'Active')]['Current Status'].unique()" ] }, { "cell_type": "code", "execution_count": 159, "id": "dN8nXAisviPP", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "dN8nXAisviPP", "outputId": "0f94f997-ea18-40db-9f8b-ebb0363e452f" }, "outputs": [ { "data": { "text/plain": "0" }, "execution_count": 159, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#checking to see if there are any null values for non-active players\n", "len(df2[(df2['Year End'].isnull()) & (df2['Current Status'] != 'Active')])" ] }, { "cell_type": "markdown", "id": "5MtstejMSAfp", "metadata": { "id": "5MtstejMSAfp" }, "source": [ "Heat Map of Where NFL Players were born in the US" ] }, { "cell_type": "markdown", "id": "xZ3IFHMdsAnj", "metadata": { "id": "xZ3IFHMdsAnj" }, "source": [ "This is further data visualization of where NFL players come from. Two maps are presented:\n", "\n", "\n", "1. Heat Map of where NFL players are born by state\n", "2. Google Map of where NFL players are born worldwide (https://www.google.com/maps/d/u/0/edit?mid=1IebNQGupVEQeqElWEzSKwapdaA2u2QY&ll=29.70822772970678%2C-97.21200287708658&z=4)\n", "\n" ] }, { "cell_type": "code", "execution_count": 160, "id": "QYYCfHviK_2w", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "QYYCfHviK_2w", "outputId": "7e877da0-7fa6-4fc5-c882-7cb2693eee21" }, "outputs": [ { "data": { "text/plain": " Number of Players\nBirth State \nCA 1595\nTX 1441\nFL 922\nPA 847\nOH 830\nIL 646\nGA 554\nLA 549\nNY 493\nMI 425\nAL 400\nNJ 378\nMS 330\nNC 315\nVA 278\nSC 257\nOK 255\nWI 252\nMN 245\nIN 235\nTN 230\nMO 229\nMA 222\nWA 197\nIA 188\nAR 178\nMD 157\nKS 150\nNE 135\nKY 133\nAZ 122\nOR 117\nCO 116\nCT 110\nDC 109\nWV 107\nHI 81\nUT 80\nCanada 51\nNV 40\nMT 40\nID 39\nSD 33\nNM 29\nND 27\nDE 20\nWY 19\nNH 19\nRI 18\nME 15\nAK 11\nVT 5\nEurope 4\nAustralia 1", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Number of Players
Birth State
CA1595
TX1441
FL922
PA847
OH830
IL646
GA554
LA549
NY493
MI425
AL400
NJ378
MS330
NC315
VA278
SC257
OK255
WI252
MN245
IN235
TN230
MO229
MA222
WA197
IA188
AR178
MD157
KS150
NE135
KY133
AZ122
OR117
CO116
CT110
DC109
WV107
HI81
UT80
Canada51
NV40
MT40
ID39
SD33
NM29
ND27
DE20
WY19
NH19
RI18
ME15
AK11
VT5
Europe4
Australia1
\n
" }, "execution_count": 160, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#created a list of number of players by birth state; excluded Unknown birth state players\n", "df_birth_state.loc[df_birth_state.index != 'Unknown'].sort_values(by='Number of Players', ascending=False)" ] }, { "cell_type": "code", "execution_count": 161, "id": "EAxl8OD7DHv7", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 542 }, "id": "EAxl8OD7DHv7", "outputId": "9bda41c4-5016-48ef-9bc2-eb04faa4c735" }, "outputs": [ { "data": { "text/html": " \n " }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "data": [ { "colorbar": { "title": { "text": "Number of Players" } }, "colorscale": [ [ 0.0, "rgb(255,245,240)" ], [ 0.125, "rgb(254,224,210)" ], [ 0.25, "rgb(252,187,161)" ], [ 0.375, "rgb(252,146,114)" ], [ 0.5, "rgb(251,106,74)" ], [ 0.625, "rgb(239,59,44)" ], [ 0.75, "rgb(203,24,29)" ], [ 0.875, "rgb(165,15,21)" ], [ 1.0, "rgb(103,0,13)" ] ], "locationmode": "USA-states", "locations": [ "AK", "AL", "AR", "AZ", "Australia", "CA", "CO", "CT", "Canada", "DC", "DE", "Europe", "FL", "GA", "HI", "IA", "ID", "IL", "IN", "KS", "KY", "LA", "MA", "MD", "ME", "MI", "MN", "MO", "MS", "MT", "NC", "ND", "NE", "NH", "NJ", "NM", "NV", "NY", "OH", "OK", "OR", "PA", "RI", "SC", "SD", "TN", "TX", "UT", "Unknown", "VA", "VT", "WA", "WI", "WV", "WY" ], "z": [ 11.0, 400.0, 178.0, 122.0, 1.0, 1595.0, 116.0, 110.0, 51.0, 109.0, 20.0, 4.0, 922.0, 554.0, 81.0, 188.0, 39.0, 646.0, 235.0, 150.0, 133.0, 549.0, 222.0, 157.0, 15.0, 425.0, 245.0, 229.0, 330.0, 40.0, 315.0, 27.0, 135.0, 19.0, 378.0, 29.0, 40.0, 493.0, 830.0, 255.0, 117.0, 847.0, 18.0, 257.0, 33.0, 230.0, 1441.0, 80.0, 2747.0, 278.0, 5.0, 197.0, 252.0, 107.0, 19.0 ], "type": "choropleth" } ], "layout": { "template": { "data": { "histogram2dcontour": [ { "type": "histogram2dcontour", "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], 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"title": { "standoff": 15 }, "zerolinecolor": "#283442", "automargin": true, "zerolinewidth": 2 }, "scene": { "xaxis": { "backgroundcolor": "rgb(17,17,17)", "gridcolor": "#506784", "linecolor": "#506784", "showbackground": true, "ticks": "", "zerolinecolor": "#C8D4E3", "gridwidth": 2 }, "yaxis": { "backgroundcolor": "rgb(17,17,17)", "gridcolor": "#506784", "linecolor": "#506784", "showbackground": true, "ticks": "", "zerolinecolor": "#C8D4E3", "gridwidth": 2 }, "zaxis": { "backgroundcolor": "rgb(17,17,17)", "gridcolor": "#506784", "linecolor": "#506784", "showbackground": true, "ticks": "", "zerolinecolor": "#C8D4E3", "gridwidth": 2 } }, "shapedefaults": { "line": { "color": "#f2f5fa" } }, "annotationdefaults": { "arrowcolor": "#f2f5fa", "arrowhead": 0, "arrowwidth": 1 }, "geo": { "bgcolor": "rgb(17,17,17)", "landcolor": "rgb(17,17,17)", "subunitcolor": "#506784", "showland": true, "showlakes": true, "lakecolor": "rgb(17,17,17)" }, "title": { "x": 0.05 }, "updatemenudefaults": { "bgcolor": "#506784", "borderwidth": 0 }, "sliderdefaults": { "bgcolor": "#C8D4E3", "borderwidth": 1, "bordercolor": "rgb(17,17,17)", "tickwidth": 0 }, "mapbox": { "style": "dark" } } }, "title": { "text": "NFL Football Player Birth States" }, "geo": { "scope": "usa" } }, "config": { "plotlyServerURL": "https://plot.ly" } }, "text/html": "
" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#chloropleth map of NFL player birth states\n", "fig = go.Figure(data=go.Choropleth(\n", " locations=df_birth_state.index, # Spatial coordinates\n", " z = df_birth_state['Number of Players'].astype(float), # Data to be color-coded\n", " locationmode = 'USA-states', # set of locations match entries in `locations`\n", " colorscale = 'Reds',\n", " colorbar_title = \"Number of Players\",\n", "))\n", "\n", "fig.update_layout(\n", " title_text = 'NFL Football Player Birth States',\n", " geo_scope='usa', # limit map scope to USA\n", ")" ] }, { "cell_type": "markdown", "id": "A-vnarhXCgbl", "metadata": { "id": "A-vnarhXCgbl" }, "source": [ "Map of where all NFL Players were born: \n", "https://www.google.com/maps/d/u/0/edit?mid=1IebNQGupVEQeqElWEzSKwapdaA2u2QY&ll=29.70822772970678%2C-97.21200287708658&z=4" ] }, { "cell_type": "markdown", "id": "KxdWzuxgooYt", "metadata": { "id": "KxdWzuxgooYt" }, "source": [ "#Finding 2: Data Visualization from different parameters\n", "\n", "\n", "* Weight vs Position. Wide Receiver, Defensive Back and Corner Back players are much lighter than the rest of the team (under 200lbs on average), meanwhile lineman are over 300lbs on average. \n", "\n", "* Passer rating more predictable as players age. Mid 30's Average passer rating higher and more consistent than early 20's.\n", "\n", "* Passer ratings could vary much wider if minimum and maximums were not set. Around 25% of the data is either capped low or high.\n", "\n", "\n", "# Managerial Insights: \n", "* To hire a quarterback, instead of looking at Passer rating, look at raw data for (a, b, c, d) Completion performance, Yards performance, Touch Down performance, Interception performance. Passer rating formula tends to skew players true performance positively or negatively by having top and bottom limits.\n", "\n", "* Expect higher Passer rating for quarterbacks over 30 years old. If possible, hire an older quarterback with more experience for less risk. \n", "\n", "* Ensure lineman are fit but also over 300lbs (a hard combination to achieve). Having lineman under 300lbs could be severely disadvantageous for defense or offence.\n", "\n", "\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 162, "id": "TG2eQIKp0nCt", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "TG2eQIKp0nCt", "outputId": "55299315-1e54-4bb9-fa81-e6cc47caa6e9" }, "outputs": [ { "data": { "text/plain": "count 2029.00\nmean 28.16\nstd 4.23\nmin 21.00\n25% 25.00\n50% 27.00\n75% 31.00\nmax 44.00\nName: Season Age, dtype: float64" }, "execution_count": 162, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#checking to confirm that ['Season Age'] seems right\n", "df_pass3['Season Age'].describe()" ] }, { "cell_type": "code", "execution_count": 163, "id": "ID657rz91YD9", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 336 }, "id": "ID657rz91YD9", "outputId": "261d6251-708d-4671-cf19-b78e9c36791c" }, "outputs": [ { "data": { "text/plain": " Passes Attempted Passes Completed Completion Percentage \\\n1 39 12 30.80 \n2 73 46 63.00 \n3 19 10 52.60 \n4 41 12 29.30 \n5 109 44 40.40 \n\n Pass Attempts Per Game Passing Yards Passing Yards Per Attempt \\\n1 6.50 159.00 4.10 \n2 24.30 461.00 6.30 \n3 9.50 127.00 6.70 \n4 5.90 208.00 5.10 \n5 10.90 798.00 7.30 \n\n Passing Yards Per Game TD Passes Percentage of TDs per Attempts Ints \\\n1 26.50 2 5.10 8 \n2 153.70 0 0.00 0 \n3 63.50 0 0.00 1 \n4 29.70 2 4.90 5 \n5 79.80 7 6.40 13 \n\n Int Rate Passes Longer than 20 Yards Passes Longer than 40 Yards Sacks \\\n1 20.50 0 0 8 \n2 0.00 5 0 5 \n3 5.30 2 0 1 \n4 12.20 0 0 0 \n5 11.90 0 0 0 \n\n Sacked Yards Lost Passer Rating Year End Season Age Last Year \\\n1 73 22.20 1974 23 0 \n2 36 80.90 2017 26 0 \n3 5 51.90 2017 24 0 \n4 36 24.90 1956 26 1 \n5 214 48.10 1956 24 0 \n\n Last 3 Years \n1 1 \n2 1 \n3 0 \n4 1 \n5 1 ", "text/html": "
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Passes AttemptedPasses CompletedCompletion PercentagePass Attempts Per GamePassing YardsPassing Yards Per AttemptPassing Yards Per GameTD PassesPercentage of TDs per AttemptsIntsInt RatePasses Longer than 20 YardsPasses Longer than 40 YardsSacksSacked Yards LostPasser RatingYear EndSeason AgeLast YearLast 3 Years
1391230.806.50159.004.1026.5025.10820.500087322.2019742301
2734663.0024.30461.006.30153.7000.0000.005053680.9020172601
3191052.609.50127.006.7063.5000.0015.30201551.9020172400
4411229.305.90208.005.1029.7024.90512.200003624.9019562611
51094440.4010.90798.007.3079.8076.401311.9000021448.1019562401
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" }, "execution_count": 163, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_pass3.head()" ] }, { "cell_type": "code", "execution_count": 164, "id": "m2xWbHagmo1W", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 435 }, "id": "m2xWbHagmo1W", "outputId": "7f66bbc3-47f3-45af-df57-ff912f159dc4" }, "outputs": [ { "data": { "text/plain": " Age Birthday College Current Status \\\nName \nFowler, Bobby 56.00 1960-09-11 Louisiana Tech Retired \nJohnson, Quinn 30.00 1986-09-30 LSU Retired \nWalton, L.T. 25.00 1992-03-31 Central Michigan Active \nLeggett, Jordan 22.00 1995-01-31 Clemson Active \nGonda, George 98.00 1919-02-23 Duquesne Retired \n\n Current Team Height (inches) High School \\\nName \nFowler, Bobby NaN 74.00 NaN \nJohnson, Quinn NaN 73.00 NaN \nWalton, L.T. Pittsburgh Steelers 77.00 Clintondale HS \nLeggett, Jordan New York Jets 77.00 Navarre HS \nGonda, George NaN 70.00 NaN \n\n High School Location Number Player Id \\\nName \nFowler, Bobby NaN NaN bobbyfowler/2514295 \nJohnson, Quinn NaN NaN quinnjohnson/79593 \nWalton, L.T. Clinton Twp.,Macomb Co., MI 96.00 l.t.walton/2552444 \nLeggett, Jordan FL NaN jordanleggett/2557885 \nGonda, George NaN NaN georgegonda/2515030 \n\n Position Weight (lbs) Years Played Year Start Year End \\\nName \nFowler, Bobby NaN 230.00 1985 - 1985 1985 1985 \nJohnson, Quinn NaN 255.00 2009 - 2013 2009 2013 \nWalton, L.T. DE 305.00 NaN 2014 2017 \nLeggett, Jordan TE 250.00 NaN 2016 2017 \nGonda, George NaN 175.00 1942 - 1942 1942 1942 \n\n Seasons Birth City Birth State Birth Year Season Age \nName \nFowler, Bobby 1 Temple TX 1960 25 \nJohnson, Quinn 5 New Orleans LA 1986 27 \nWalton, L.T. 3 Detroit MI 1992 25 \nLeggett, Jordan 1 Navarre FL 1995 22 \nGonda, George 1 Alverton PA 1919 23 ", "text/html": "
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AgeBirthdayCollegeCurrent StatusCurrent TeamHeight (inches)High SchoolHigh School LocationNumberPlayer IdPositionWeight (lbs)Years PlayedYear StartYear EndSeasonsBirth CityBirth StateBirth YearSeason Age
Name
Fowler, Bobby56.001960-09-11Louisiana TechRetiredNaN74.00NaNNaNNaNbobbyfowler/2514295NaN230.001985 - 1985198519851TempleTX196025
Johnson, Quinn30.001986-09-30LSURetiredNaN73.00NaNNaNNaNquinnjohnson/79593NaN255.002009 - 2013200920135New OrleansLA198627
Walton, L.T.25.001992-03-31Central MichiganActivePittsburgh Steelers77.00Clintondale HSClinton Twp.,Macomb Co., MI96.00l.t.walton/2552444DE305.00NaN201420173DetroitMI199225
Leggett, Jordan22.001995-01-31ClemsonActiveNew York Jets77.00Navarre HSFLNaNjordanleggett/2557885TE250.00NaN201620171NavarreFL199522
Gonda, George98.001919-02-23DuquesneRetiredNaN70.00NaNNaNNaNgeorgegonda/2515030NaN175.001942 - 1942194219421AlvertonPA191923
\n
" }, "execution_count": 164, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df2.head()" ] }, { "cell_type": "code", "execution_count": 165, "id": "KIdx10Xsgnv_", "metadata": { "id": "KIdx10Xsgnv_" }, "outputs": [], "source": [ "#Copy df2 for analytics on body measurments\n", "dfbody=df2.copy()" ] }, { "cell_type": "code", "execution_count": 166, "id": "-1Mt8Uz4jZqE", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "-1Mt8Uz4jZqE", "outputId": "4d9b5260-c3c5-4e56-f039-6d9aa96cb587" }, "outputs": [ { "data": { "text/plain": "Position\nC 37.25\nCB 26.52\nDB 26.94\nDE 34.04\nDL 33.33\nDT 38.35\nFB 32.64\nFS 27.94\nG 38.55\nILB 31.19\nK 27.04\nLB 30.67\nLS 30.82\nMLB 31.28\nNT 40.21\nOG 37.78\nOL 36.05\nOLB 31.32\nOT 36.06\nP 27.10\nQB 27.76\nRB 30.10\nSAF 27.40\nSS 28.18\nT 36.69\nTE 30.23\nWR 26.58\nName: BMI, dtype: float64" }, "execution_count": 166, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Calculate different BMI's for each position\n", "dfbody['BMI']=(703*dfbody['Weight (lbs)']/dfbody['Height (inches)']/dfbody['Height (inches)'])\n", "dfbody.groupby('Position')['BMI'].mean()" ] }, { "cell_type": "code", "execution_count": 167, "id": "kOOMyGr2L0xe", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "kOOMyGr2L0xe", "outputId": "46fad9b1-1c91-47e6-836c-6290620b85f9" }, "outputs": [ { "data": { "text/plain": "Position\nC 303.14\nCB 193.40\nDB 197.96\nDE 278.32\nDL 266.67\nDT 306.50\nFB 244.04\nFS 204.75\nG 315.29\nILB 237.85\nK 199.00\nLB 238.48\nLS 243.86\nMLB 239.90\nNT 317.97\nOG 313.02\nOL 312.00\nOLB 246.70\nOT 312.12\nP 210.32\nQB 223.25\nRB 215.07\nSAF 206.39\nSS 207.82\nT 317.41\nTE 252.23\nWR 199.73\nName: Weight (lbs), dtype: float64" }, "execution_count": 167, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Average weight for each position\n", "dfbody.groupby('Position')['Weight (lbs)'].mean() " ] }, { "cell_type": "code", "execution_count": 168, "id": "PuO48pnbUTyl", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "PuO48pnbUTyl", "outputId": "c8b8005e-d094-4e2b-a833-5058d9e79f60" }, "outputs": [ { "data": { "text/plain": "Position\nC 75.65\nCB 71.63\nDB 71.87\nDE 75.86\nDL 75.00\nDT 74.98\nFB 72.54\nFS 71.78\nG 75.84\nILB 73.22\nK 71.93\nLB 73.93\nLS 74.64\nMLB 73.43\nNT 74.59\nOG 76.34\nOL 78.00\nOLB 74.41\nOT 78.02\nP 73.89\nQB 75.19\nRB 70.88\nSAF 72.78\nSS 72.03\nT 78.01\nTE 76.61\nWR 72.67\nName: Height (inches), dtype: float64" }, "execution_count": 168, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Average Height for each position\n", "dfbody.groupby('Position')['Height (inches)'].mean() " ] }, { "cell_type": "code", "execution_count": 169, "id": "xaJ0MNxdiEa5", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "xaJ0MNxdiEa5", "outputId": "096898e2-837e-4e8e-abf9-43e11df7a1fd" }, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "data": [ { "alignmentgroup": "True", "hovertemplate": "Position=%{x}
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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pandas.core.dtypes.dtypes import Ordered\n", "\n", "#Analyze BMI, Weight, height. Sanity check to ensure data is sanitized correctly. Monitor for any findings.\n", "BmiVsPos = px.box(dfbody, y=\"BMI\", x='Position',\n", " category_orders={'Position':['CB','WR', 'DB', 'K', 'P', 'SAF', 'QB', 'FS', 'SS', 'RB', 'TE', 'LB', 'LS', 'ILB', \n", " 'MLB', 'OLB', 'FB', 'DL','DE', 'OL', 'OT', 'T','C', 'OG', 'DT', 'G','NT']})\n", "\n", "HeightVsPos = px.box(dfbody, y=\"Height (inches)\", range_y= [65,85],x='Position',\n", " category_orders={'Position':['CB','WR', 'DB', 'K', 'P', 'SAF', 'QB', 'FS', 'SS', 'RB', 'TE', 'LB', 'LS', 'ILB', \n", " 'MLB', 'OLB', 'FB', 'DL','DE', 'OL', 'OT', 'T','C', 'OG', 'DT', 'G','NT']})\n", " \n", "WeightVsPos = px.box(dfbody, y=\"Weight (lbs)\", range_y= [150,400], x='Position',\n", " category_orders={'Position':['CB','WR', 'DB', 'K', 'P', 'SAF', 'QB', 'FS', 'SS', 'RB', 'TE', 'LB', 'LS', 'ILB', \n", " 'MLB', 'OLB', 'FB', 'DL','DE', 'OL', 'OT', 'T','C', 'OG', 'DT', 'G','NT']})\n", "\n", "BmiVsPos.show()\n", "WeightVsPos.show()\n", "HeightVsPos.show()" ] }, { "cell_type": "code", "execution_count": 170, "id": "kBlEwvP-Nm58", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "kBlEwvP-Nm58", "outputId": "f31b99c0-e1cc-4631-fcfe-fee712b9bc20" }, "outputs": [ { "data": { "text/plain": "Name\nAndersen, Morten 25\nCarney, John 23\nAnderson, Gary 23\nVinatieri, Adam 22\nFeagles, Jeff 22\nLandeta, Sean 22\nKasay, John 22\nHanson, Jason 21\nTestaverde, Vinny 21\nMarshall, Jim 20\nName: Seasons, dtype: int64" }, "execution_count": 170, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#looking at the players who have played the longest in the NFL\n", "df2.Seasons.nlargest(10)" ] }, { "cell_type": "code", "execution_count": 171, "id": "_YaNglWTTCtD", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 296 }, "id": "_YaNglWTTCtD", "outputId": "94849f04-b1db-418e-e94a-2c641f6351e9" }, "outputs": [ { "data": { "text/plain": "" }, "execution_count": 171, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": "
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\n" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#visualizing the above, Players over 21 seasons. NOTE, One player from results is still active. Will updtage based on current data.\n", "dftopplayers = df2[df2['Seasons'] >21]\n", "sns.barplot(data=dftopplayers, \n", " x='Seasons',\n", " y='Player Id',\n", "order=['mortenandersen/2499416', 'garyanderson/2499425', 'johncarney/2499991', 'adamvinatieri/2503471', 'seanlandeta/2501685', 'johnkasay/2501563','jefffeagles/2500608'])" ] }, { "cell_type": "code", "execution_count": 172, "id": "_4mjhu5HomvW", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 542 }, "id": "_4mjhu5HomvW", "outputId": "fe34d02c-1260-4b8d-b197-2ae8b2b91f54" }, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "data": [ { "alignmentgroup": "True", "boxpoints": "all", "hovertemplate": "Passes Attempted=%{y}", "legendgroup": "", "marker": { "color": "#636efa" }, "name": "", "notched": false, "offsetgroup": "", "orientation": "v", "showlegend": false, "x0": " ", "xaxis": "x", "y": [ 39, 73, 19, 41, 109, 129, 71, 60, 519, 377, 9, 19, 121, 572, 258, 412, 425, 351, 274, 378, 386, 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Pass attempts per game, Sanity check.\n", "PassAttPerGame = px.box(df_pass2, y='Pass Attempts Per Game',points='all')\n", "PassAttPerGame.show()" ] }, { "cell_type": "code", "execution_count": 190, "id": "tK9YHmgkTdfz", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "tK9YHmgkTdfz", "outputId": "1204f9c4-f910-4e72-9a03-9ccd07f167f5" }, "outputs": [ { "data": { "text/plain": " Player Id Position Year Team \\\nName \nFarris, Tom tomfarris/2513861 NaN 1948 Chicago Rockets \nFarris, Tom tomfarris/2513861 NaN 1947 Chicago Bears \nFarris, Tom tomfarris/2513861 NaN 1946 Chicago Bears \nDemory, Bill billdemory/2512778 NaN 1974 New York Jets \nDemory, Bill billdemory/2512778 NaN 1973 New York Jets \n\n Games Played Passes Attempted Passes Completed \\\nName \nFarris, Tom 0 0 0 \nFarris, Tom 9 2 0 \nFarris, Tom 11 21 8 \nDemory, Bill 1 0 0 \nDemory, Bill 6 39 12 \n\n Completion Percentage Pass Attempts Per Game Passing Yards \\\nName \nFarris, Tom 0.00 0.00 0.00 \nFarris, Tom 0.00 0.20 0.00 \nFarris, Tom 38.10 1.90 108.00 \nDemory, Bill 0.00 0.00 0.00 \nDemory, Bill 30.80 6.50 159.00 \n\n Passing Yards Per Attempt Passing Yards Per Game TD Passes \\\nName \nFarris, Tom 0.00 0.00 0 \nFarris, Tom 0.00 0.00 0 \nFarris, Tom 5.10 9.80 1 \nDemory, Bill 0.00 0.00 0 \nDemory, Bill 4.10 26.50 2 \n\n Percentage of TDs per Attempts Ints Int Rate \\\nName \nFarris, Tom 0.00 0 0.00 \nFarris, Tom 0.00 0 0.00 \nFarris, Tom 4.80 2 9.50 \nDemory, Bill 0.00 0 0.00 \nDemory, Bill 5.10 8 20.50 \n\n Passes Longer than 20 Yards Passes Longer than 40 Yards Sacks \\\nName \nFarris, Tom 0 0 0 \nFarris, Tom 0 0 0 \nFarris, Tom 0 0 0 \nDemory, Bill 0 0 0 \nDemory, Bill 0 0 8 \n\n Sacked Yards Lost Passer Rating a(CompletionPerformance) \nName \nFarris, Tom 0 0.00 NaN \nFarris, Tom 0 39.60 -1.50 \nFarris, Tom 0 31.50 0.40 \nDemory, Bill 0 0.00 NaN \nDemory, Bill 73 22.20 0.04 ", "text/html": "
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Player IdPositionYearTeamGames PlayedPasses AttemptedPasses CompletedCompletion PercentagePass Attempts Per GamePassing YardsPassing Yards Per AttemptPassing Yards Per GameTD PassesPercentage of TDs per AttemptsIntsInt RatePasses Longer than 20 YardsPasses Longer than 40 YardsSacksSacked Yards LostPasser Ratinga(CompletionPerformance)
Name
Farris, Tomtomfarris/2513861NaN1948Chicago Rockets0000.000.000.000.000.0000.0000.0000000.00NaN
Farris, Tomtomfarris/2513861NaN1947Chicago Bears9200.000.200.000.000.0000.0000.00000039.60-1.50
Farris, Tomtomfarris/2513861NaN1946Chicago Bears1121838.101.90108.005.109.8014.8029.50000031.500.40
Demory, Billbilldemory/2512778NaN1974New York Jets1000.000.000.000.000.0000.0000.0000000.00NaN
Demory, Billbilldemory/2512778NaN1973New York Jets6391230.806.50159.004.1026.5025.10820.500087322.200.04
\n
" }, "execution_count": 190, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": " Player Id Position Year Team \\\nName \nFarris, Tom tomfarris/2513861 NaN 1948 Chicago Rockets \nFarris, Tom tomfarris/2513861 NaN 1947 Chicago Bears \nFarris, Tom tomfarris/2513861 NaN 1946 Chicago Bears \nDemory, Bill billdemory/2512778 NaN 1974 New York Jets \nDemory, Bill billdemory/2512778 NaN 1973 New York Jets \n\n Games Played Passes Attempted Passes Completed \\\nName \nFarris, Tom 0 0 0 \nFarris, Tom 9 2 0 \nFarris, Tom 11 21 8 \nDemory, Bill 1 0 0 \nDemory, Bill 6 39 12 \n\n Completion Percentage Pass Attempts Per Game Passing Yards \\\nName \nFarris, Tom 0.00 0.00 0.00 \nFarris, Tom 0.00 0.20 0.00 \nFarris, Tom 38.10 1.90 108.00 \nDemory, Bill 0.00 0.00 0.00 \nDemory, Bill 30.80 6.50 159.00 \n\n Passing Yards Per Attempt Passing Yards Per Game TD Passes \\\nName \nFarris, Tom 0.00 0.00 0 \nFarris, Tom 0.00 0.00 0 \nFarris, Tom 5.10 9.80 1 \nDemory, Bill 0.00 0.00 0 \nDemory, Bill 4.10 26.50 2 \n\n Percentage of TDs per Attempts Ints Int Rate \\\nName \nFarris, Tom 0.00 0 0.00 \nFarris, Tom 0.00 0 0.00 \nFarris, Tom 4.80 2 9.50 \nDemory, Bill 0.00 0 0.00 \nDemory, Bill 5.10 8 20.50 \n\n Passes Longer than 20 Yards Passes Longer than 40 Yards Sacks \\\nName \nFarris, Tom 0 0 0 \nFarris, Tom 0 0 0 \nFarris, Tom 0 0 0 \nDemory, Bill 0 0 0 \nDemory, Bill 0 0 8 \n\n Sacked Yards Lost Passer Rating a(CompletionPerformance) \\\nName \nFarris, Tom 0 0.00 NaN \nFarris, Tom 0 39.60 -1.50 \nFarris, Tom 0 31.50 0.40 \nDemory, Bill 0 0.00 NaN \nDemory, Bill 73 22.20 0.04 \n\n b(YardsPerformance) \nName \nFarris, Tom NaN \nFarris, Tom -0.75 \nFarris, Tom 0.54 \nDemory, Bill NaN \nDemory, Bill 0.27 ", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Player IdPositionYearTeamGames PlayedPasses AttemptedPasses CompletedCompletion PercentagePass Attempts Per GamePassing YardsPassing Yards Per AttemptPassing Yards Per GameTD PassesPercentage of TDs per AttemptsIntsInt RatePasses Longer than 20 YardsPasses Longer than 40 YardsSacksSacked Yards LostPasser Ratinga(CompletionPerformance)b(YardsPerformance)
Name
Farris, Tomtomfarris/2513861NaN1948Chicago Rockets0000.000.000.000.000.0000.0000.0000000.00NaNNaN
Farris, Tomtomfarris/2513861NaN1947Chicago Bears9200.000.200.000.000.0000.0000.00000039.60-1.50-0.75
Farris, Tomtomfarris/2513861NaN1946Chicago Bears1121838.101.90108.005.109.8014.8029.50000031.500.400.54
Demory, Billbilldemory/2512778NaN1974New York Jets1000.000.000.000.000.0000.0000.0000000.00NaNNaN
Demory, Billbilldemory/2512778NaN1973New York Jets6391230.806.50159.004.1026.5025.10820.500087322.200.040.27
\n
" }, "execution_count": 190, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": " Player Id Position Year Team \\\nName \nFarris, Tom tomfarris/2513861 NaN 1948 Chicago Rockets \nFarris, Tom tomfarris/2513861 NaN 1947 Chicago Bears \nFarris, Tom tomfarris/2513861 NaN 1946 Chicago Bears \nDemory, Bill billdemory/2512778 NaN 1974 New York Jets \nDemory, Bill billdemory/2512778 NaN 1973 New York Jets \n\n Games Played Passes Attempted Passes Completed \\\nName \nFarris, Tom 0 0 0 \nFarris, Tom 9 2 0 \nFarris, Tom 11 21 8 \nDemory, Bill 1 0 0 \nDemory, Bill 6 39 12 \n\n Completion Percentage Pass Attempts Per Game Passing Yards \\\nName \nFarris, Tom 0.00 0.00 0.00 \nFarris, Tom 0.00 0.20 0.00 \nFarris, Tom 38.10 1.90 108.00 \nDemory, Bill 0.00 0.00 0.00 \nDemory, Bill 30.80 6.50 159.00 \n\n Passing Yards Per Attempt Passing Yards Per Game TD Passes \\\nName \nFarris, Tom 0.00 0.00 0 \nFarris, Tom 0.00 0.00 0 \nFarris, Tom 5.10 9.80 1 \nDemory, Bill 0.00 0.00 0 \nDemory, Bill 4.10 26.50 2 \n\n Percentage of TDs per Attempts Ints Int Rate \\\nName \nFarris, Tom 0.00 0 0.00 \nFarris, Tom 0.00 0 0.00 \nFarris, Tom 4.80 2 9.50 \nDemory, Bill 0.00 0 0.00 \nDemory, Bill 5.10 8 20.50 \n\n Passes Longer than 20 Yards Passes Longer than 40 Yards Sacks \\\nName \nFarris, Tom 0 0 0 \nFarris, Tom 0 0 0 \nFarris, Tom 0 0 0 \nDemory, Bill 0 0 0 \nDemory, Bill 0 0 8 \n\n Sacked Yards Lost Passer Rating a(CompletionPerformance) \\\nName \nFarris, Tom 0 0.00 NaN \nFarris, Tom 0 39.60 -1.50 \nFarris, Tom 0 31.50 0.40 \nDemory, Bill 0 0.00 NaN \nDemory, Bill 73 22.20 0.04 \n\n b(YardsPerformance) c(TDPerformance) \nName \nFarris, Tom NaN NaN \nFarris, Tom -0.75 0.00 \nFarris, Tom 0.54 0.95 \nDemory, Bill NaN NaN \nDemory, Bill 0.27 1.03 ", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Player IdPositionYearTeamGames PlayedPasses AttemptedPasses CompletedCompletion PercentagePass Attempts Per GamePassing YardsPassing Yards Per AttemptPassing Yards Per GameTD PassesPercentage of TDs per AttemptsIntsInt RatePasses Longer than 20 YardsPasses Longer than 40 YardsSacksSacked Yards LostPasser Ratinga(CompletionPerformance)b(YardsPerformance)c(TDPerformance)
Name
Farris, Tomtomfarris/2513861NaN1948Chicago Rockets0000.000.000.000.000.0000.0000.0000000.00NaNNaNNaN
Farris, Tomtomfarris/2513861NaN1947Chicago Bears9200.000.200.000.000.0000.0000.00000039.60-1.50-0.750.00
Farris, Tomtomfarris/2513861NaN1946Chicago Bears1121838.101.90108.005.109.8014.8029.50000031.500.400.540.95
Demory, Billbilldemory/2512778NaN1974New York Jets1000.000.000.000.000.0000.0000.0000000.00NaNNaNNaN
Demory, Billbilldemory/2512778NaN1973New York Jets6391230.806.50159.004.1026.5025.10820.500087322.200.040.271.03
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" }, "execution_count": 190, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": " Player Id Position Year Team \\\nName \nFarris, Tom tomfarris/2513861 NaN 1948 Chicago Rockets \nFarris, Tom tomfarris/2513861 NaN 1947 Chicago Bears \nFarris, Tom tomfarris/2513861 NaN 1946 Chicago Bears \nDemory, Bill billdemory/2512778 NaN 1974 New York Jets \nDemory, Bill billdemory/2512778 NaN 1973 New York Jets \n\n Games Played Passes Attempted Passes Completed \\\nName \nFarris, Tom 0 0 0 \nFarris, Tom 9 2 0 \nFarris, Tom 11 21 8 \nDemory, Bill 1 0 0 \nDemory, Bill 6 39 12 \n\n Completion Percentage Pass Attempts Per Game Passing Yards \\\nName \nFarris, Tom 0.00 0.00 0.00 \nFarris, Tom 0.00 0.20 0.00 \nFarris, Tom 38.10 1.90 108.00 \nDemory, Bill 0.00 0.00 0.00 \nDemory, Bill 30.80 6.50 159.00 \n\n Passing Yards Per Attempt Passing Yards Per Game TD Passes \\\nName \nFarris, Tom 0.00 0.00 0 \nFarris, Tom 0.00 0.00 0 \nFarris, Tom 5.10 9.80 1 \nDemory, Bill 0.00 0.00 0 \nDemory, Bill 4.10 26.50 2 \n\n Percentage of TDs per Attempts Ints Int Rate \\\nName \nFarris, Tom 0.00 0 0.00 \nFarris, Tom 0.00 0 0.00 \nFarris, Tom 4.80 2 9.50 \nDemory, Bill 0.00 0 0.00 \nDemory, Bill 5.10 8 20.50 \n\n Passes Longer than 20 Yards Passes Longer than 40 Yards Sacks \\\nName \nFarris, Tom 0 0 0 \nFarris, Tom 0 0 0 \nFarris, Tom 0 0 0 \nDemory, Bill 0 0 0 \nDemory, Bill 0 0 8 \n\n Sacked Yards Lost Passer Rating a(CompletionPerformance) \\\nName \nFarris, Tom 0 0.00 NaN \nFarris, Tom 0 39.60 -1.50 \nFarris, Tom 0 31.50 0.40 \nDemory, Bill 0 0.00 NaN \nDemory, Bill 73 22.20 0.04 \n\n b(YardsPerformance) c(TDPerformance) d(IntPerformance \nName \nFarris, Tom NaN NaN NaN \nFarris, Tom -0.75 0.00 2.38 \nFarris, Tom 0.54 0.95 -0.01 \nDemory, Bill NaN NaN NaN \nDemory, Bill 0.27 1.03 -2.75 ", "text/html": "
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Player IdPositionYearTeamGames PlayedPasses AttemptedPasses CompletedCompletion PercentagePass Attempts Per GamePassing YardsPassing Yards Per AttemptPassing Yards Per GameTD PassesPercentage of TDs per AttemptsIntsInt RatePasses Longer than 20 YardsPasses Longer than 40 YardsSacksSacked Yards LostPasser Ratinga(CompletionPerformance)b(YardsPerformance)c(TDPerformance)d(IntPerformance
Name
Farris, Tomtomfarris/2513861NaN1948Chicago Rockets0000.000.000.000.000.0000.0000.0000000.00NaNNaNNaNNaN
Farris, Tomtomfarris/2513861NaN1947Chicago Bears9200.000.200.000.000.0000.0000.00000039.60-1.50-0.750.002.38
Farris, Tomtomfarris/2513861NaN1946Chicago Bears1121838.101.90108.005.109.8014.8029.50000031.500.400.540.95-0.01
Demory, Billbilldemory/2512778NaN1974New York Jets1000.000.000.000.000.0000.0000.0000000.00NaNNaNNaNNaN
Demory, Billbilldemory/2512778NaN1973New York Jets6391230.806.50159.004.1026.5025.10820.500087322.200.040.271.03-2.75
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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#calculating passer rating. No max/min limits set at this time. Vefired Passer ratings are correct from given excel numbers.\n", "df_pass['a(CompletionPerformance)']=(df_pass['Passes Completed']/df_pass['Passes Attempted']-.3)*5\n", "df_pass.head()\n", "\n", "df_pass['b(YardsPerformance)']=(df_pass['Passing Yards']/df_pass['Passes Attempted']-3)*.25\n", "df_pass.head()\n", "\n", "df_pass['c(TDPerformance)']= (df_pass['TD Passes']/df_pass['Passes Attempted'])*20\n", "df_pass.head()\n", "\n", "df_pass['d(IntPerformance']= 2.375 - (df_pass['Ints']/df_pass['Passes Attempted'])*25\n", "df_pass.head()\n", "\n", "PasserRatingStats = px.box(df_pass, x=['d(IntPerformance','c(TDPerformance)','b(YardsPerformance)','a(CompletionPerformance)'])\n", "PasserRatingStats.show()" ] }, { "cell_type": "markdown", "id": "NMWa78GEEiy3", "metadata": { "id": "NMWa78GEEiy3" }, "source": [ "# Finding 3:Classification Tree to Predict if a Quarterback will continue playing or not\n", "\n", "\n", "* A Combination of Passer rating and Passing Yards per attempt seem to be one of the biggest contributors to determine if a quarterback will continue to play next season. Passer rating below 4.4 will typically end quarterbacks’ career, unless they have at least 10.6 passing yards per attempt. For those with passer rating above 4.4, they must have interception rate less than 1 in 5 to continue into next season.\n", "\n", "* For Quarterbacks 37 years old or younger, having a passing yards per attempt of 5 or lower will likely terminate their season. Meaning, \n", "\n", "* For Quarterbacks 38 years or older, having an interception rate higher than 4.4 will likely end their career.\n", "\n", "# Managerial Insights: \n", "* Look for new talent once a quarterback is reaching 38 years or older.\n", "\n", "* As a quarterback with a passer rating below 4.4, start saving money more aggressively. Perhaps start looking into a different career for next season.\n", "\n", "* Look for hidden talent past the passer rating. Touchdown performance is a significant factor \"Calculation for C\" but bottlenecked by a maximum 2.375. Around 25% of the quarterbacks achieved higher than a 2.375 calculation for \"C\" but scores rounded down to 2.375. Max value for this data would have been 20.\n" ] }, { "cell_type": "markdown", "id": "4cx6PifF1rVh", "metadata": { "id": "4cx6PifF1rVh" }, "source": [ "Setting the variables for the decision tree" ] }, { "cell_type": "code", "execution_count": 191, "id": "NeJjUEtXBdJT", "metadata": { "id": "NeJjUEtXBdJT" }, "outputs": [], "source": [ "X = df_pass3.drop(columns=['Last Year','Last 3 Years'])" ] }, { "cell_type": "code", "execution_count": 192, "id": "Vt1RBFSNBkko", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 551 }, "id": "Vt1RBFSNBkko", "outputId": "89b8d097-d341-4ca8-9e21-caa48513f429" }, "outputs": [ { "data": { "text/plain": " Passes Attempted Passes Completed Completion Percentage \\\n1 39 12 30.80 \n2 73 46 63.00 \n3 19 10 52.60 \n4 41 12 29.30 \n5 109 44 40.40 \n... ... ... ... \n6454 233 128 54.90 \n6455 74 41 55.40 \n6456 27 10 37.00 \n6457 137 65 47.40 \n6458 178 84 47.20 \n\n Pass Attempts Per Game Passing Yards Passing Yards Per Attempt \\\n1 6.50 159.00 4.10 \n2 24.30 461.00 6.30 \n3 9.50 127.00 6.70 \n4 5.90 208.00 5.10 \n5 10.90 798.00 7.30 \n... ... ... ... \n6454 21.20 1562.00 6.70 \n6455 10.60 580.00 7.80 \n6456 5.40 194.00 7.20 \n6457 15.20 1050.00 7.70 \n6458 19.80 1120.00 6.30 \n\n Passing Yards Per Game TD Passes Percentage of TDs per Attempts Ints \\\n1 26.50 2 5.10 8 \n2 153.70 0 0.00 0 \n3 63.50 0 0.00 1 \n4 29.70 2 4.90 5 \n5 79.80 7 6.40 13 \n... ... ... ... ... \n6454 142.00 9 3.90 14 \n6455 82.90 5 6.80 7 \n6456 38.80 2 7.40 2 \n6457 116.70 3 2.20 9 \n6458 124.40 5 2.80 13 \n\n Int Rate Passes Longer than 20 Yards Passes Longer than 40 Yards \\\n1 20.50 0 0 \n2 0.00 5 0 \n3 5.30 2 0 \n4 12.20 0 0 \n5 11.90 0 0 \n... ... ... ... \n6454 6.00 0 0 \n6455 9.50 0 0 \n6456 7.40 0 0 \n6457 6.60 0 0 \n6458 7.30 0 0 \n\n Sacks Sacked Yards Lost Passer Rating Year End Season Age \n1 8 73 22.20 1974 23 \n2 5 36 80.90 2017 26 \n3 1 5 51.90 2017 24 \n4 0 36 24.90 1956 26 \n5 0 214 48.10 1956 24 \n... ... ... ... ... ... \n6454 23 187 63.60 1976 28 \n6455 9 55 64.00 1976 27 \n6456 0 0 56.70 1976 26 \n6457 26 184 53.50 1976 25 \n6458 13 105 46.60 1976 24 \n\n[2029 rows x 18 columns]", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Passes AttemptedPasses CompletedCompletion PercentagePass Attempts Per GamePassing YardsPassing Yards Per AttemptPassing Yards Per GameTD PassesPercentage of TDs per AttemptsIntsInt RatePasses Longer than 20 YardsPasses Longer than 40 YardsSacksSacked Yards LostPasser RatingYear EndSeason Age
1391230.806.50159.004.1026.5025.10820.500087322.20197423
2734663.0024.30461.006.30153.7000.0000.005053680.90201726
3191052.609.50127.006.7063.5000.0015.30201551.90201724
4411229.305.90208.005.1029.7024.90512.200003624.90195626
51094440.4010.90798.007.3079.8076.401311.9000021448.10195624
.........................................................
645423312854.9021.201562.006.70142.0093.90146.00002318763.60197628
6455744155.4010.60580.007.8082.9056.8079.500095564.00197627
6456271037.005.40194.007.2038.8027.4027.40000056.70197626
64571376547.4015.201050.007.70116.7032.2096.60002618453.50197625
64581788447.2019.801120.006.30124.4052.80137.30001310546.60197624
\n

2029 rows × 18 columns

\n
" }, "execution_count": 192, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X" ] }, { "cell_type": "code", "execution_count": 193, "id": "b-BhwNgXBoyW", "metadata": { "id": "b-BhwNgXBoyW" }, "outputs": [], "source": [ "Y = df_pass3['Last Year']" ] }, { "cell_type": "code", "execution_count": 194, "id": "bIPK3MbeBt68", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "bIPK3MbeBt68", "outputId": "cc4f427d-dc37-476e-e8bc-50577d1d0273" }, "outputs": [ { "data": { "text/plain": "1 0\n2 0\n3 0\n4 1\n5 0\n ..\n6454 0\n6455 0\n6456 0\n6457 0\n6458 0\nName: Last Year, Length: 2029, dtype: int64" }, "execution_count": 194, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Y" ] }, { "cell_type": "markdown", "id": "Jk_hk0KR2Giy", "metadata": { "id": "Jk_hk0KR2Giy" }, "source": [ "This code will generate and fit a decision tree dt" ] }, { "cell_type": "code", "execution_count": 195, "id": "iovcWt77CCEf", "metadata": { "id": "iovcWt77CCEf" }, "outputs": [], "source": [ "dt = tree.DecisionTreeClassifier(max_depth=5)" ] }, { "cell_type": "code", "execution_count": 196, "id": "5dWuTNAJB1EL", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "5dWuTNAJB1EL", "outputId": "2118a6c2-07d6-4505-8b5a-ccaa06823137" }, "outputs": [ { "data": { "text/plain": "DecisionTreeClassifier(max_depth=5)" }, "execution_count": 196, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dt.fit(X,Y)" ] }, { "cell_type": "markdown", "id": "e6vrbHVv2XxM", "metadata": { "id": "e6vrbHVv2XxM" }, "source": [ "This code will visualize a decision tree dt, trained with the attributes in X and the class labels in Y" ] }, { "cell_type": "code", "execution_count": 197, "id": "LjtANDMSGOd0", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 936 }, "id": "LjtANDMSGOd0", "outputId": "a8170d47-8564-4e41-e7e7-58e017cb52ef" }, "outputs": [ { "data": { "image/svg+xml": "\n\n\n\n\n\nTree\n\n\n\n0\n\nTD Passes <= 3.5\ngini = 0.157\nsamples = 2029\nvalue = [1855, 174]\nclass = 0\n\n\n\n1\n\nYear End <= 1990.5\ngini = 0.294\nsamples = 765\nvalue = [628, 137]\nclass = 0\n\n\n\n0->1\n\n\nTrue\n\n\n\n28\n\nSeason Age <= 37.5\ngini = 0.057\nsamples = 1264\nvalue = [1227, 37]\nclass = 0\n\n\n\n0->28\n\n\nFalse\n\n\n\n2\n\nPasser Rating <= 4.4\ngini = 0.416\nsamples = 322\nvalue = [227, 95]\nclass = 0\n\n\n\n1->2\n\n\n\n\n\n15\n\nSeason Age <= 31.5\ngini = 0.172\nsamples = 443\nvalue = [401, 42]\nclass = 0\n\n\n\n1->15\n\n\n\n\n\n3\n\nInt Rate <= 19.0\ngini = 0.32\nsamples = 10\nvalue = [2, 8]\nclass = 1\n\n\n\n2->3\n\n\n\n\n\n8\n\nPassing Yards Per Attempt <= 9.1\ngini = 0.402\nsamples = 312\nvalue = [225, 87]\nclass = 0\n\n\n\n2->8\n\n\n\n\n\n4\n\ngini = 0.0\nsamples = 7\nvalue = [0, 7]\nclass = 1\n\n\n\n3->4\n\n\n\n\n\n5\n\nPassing Yards Per Attempt <= 2.2\ngini = 0.444\nsamples = 3\nvalue = [2, 1]\nclass = 0\n\n\n\n3->5\n\n\n\n\n\n6\n\ngini = 0.0\nsamples = 2\nvalue = [2, 0]\nclass = 0\n\n\n\n5->6\n\n\n\n\n\n7\n\ngini = 0.0\nsamples = 1\nvalue = [0, 1]\nclass = 1\n\n\n\n5->7\n\n\n\n\n\n9\n\nSeason Age <= 27.5\ngini = 0.386\nsamples = 299\nvalue = [221, 78]\nclass = 0\n\n\n\n8->9\n\n\n\n\n\n12\n\nPassing Yards Per Attempt <= 10.6\ngini = 0.426\nsamples = 13\nvalue = [4, 9]\nclass = 1\n\n\n\n8->12\n\n\n\n\n\n10\n\ngini = 0.325\nsamples = 201\nvalue = [160, 41]\nclass = 0\n\n\n\n9->10\n\n\n\n\n\n11\n\ngini = 0.47\nsamples = 98\nvalue = [61, 37]\nclass = 0\n\n\n\n9->11\n\n\n\n\n\n13\n\ngini = 0.0\nsamples = 7\nvalue = [0, 7]\nclass = 1\n\n\n\n12->13\n\n\n\n\n\n14\n\ngini = 0.444\nsamples = 6\nvalue = [4, 2]\nclass = 0\n\n\n\n12->14\n\n\n\n\n\n16\n\nYear End <= 2004.5\ngini = 0.106\nsamples = 355\nvalue = [335, 20]\nclass = 0\n\n\n\n15->16\n\n\n\n\n\n23\n\nPassing Yards <= 561.0\ngini = 0.375\nsamples = 88\nvalue = [66, 22]\nclass = 0\n\n\n\n15->23\n\n\n\n\n\n17\n\nPasses Longer than 20 Yards <= 2.5\ngini = 0.214\nsamples = 131\nvalue = [115, 16]\nclass = 0\n\n\n\n16->17\n\n\n\n\n\n20\n\nPercentage of TDs per Attempts <= 9.55\ngini = 0.035\nsamples = 224\nvalue = [220, 4]\nclass = 0\n\n\n\n16->20\n\n\n\n\n\n18\n\ngini = 0.124\nsamples = 90\nvalue = [84, 6]\nclass = 0\n\n\n\n17->18\n\n\n\n\n\n19\n\ngini = 0.369\nsamples = 41\nvalue = [31, 10]\nclass = 0\n\n\n\n17->19\n\n\n\n\n\n21\n\ngini = 0.019\nsamples = 211\nvalue = [209, 2]\nclass = 0\n\n\n\n20->21\n\n\n\n\n\n22\n\ngini = 0.26\nsamples = 13\nvalue = [11, 2]\nclass = 0\n\n\n\n20->22\n\n\n\n\n\n24\n\nSacked Yards Lost <= 23.5\ngini = 0.424\nsamples = 72\nvalue = [50, 22]\nclass = 0\n\n\n\n23->24\n\n\n\n\n\n27\n\ngini = 0.0\nsamples = 16\nvalue = [16, 0]\nclass = 0\n\n\n\n23->27\n\n\n\n\n\n25\n\ngini = 0.292\nsamples = 45\nvalue = [37, 8]\nclass = 0\n\n\n\n24->25\n\n\n\n\n\n26\n\ngini = 0.499\nsamples = 27\nvalue = [13, 14]\nclass = 1\n\n\n\n24->26\n\n\n\n\n\n29\n\nPassing Yards Per Attempt <= 4.85\ngini = 0.04\nsamples = 1231\nvalue = [1206, 25]\nclass = 0\n\n\n\n28->29\n\n\n\n\n\n40\n\nInt Rate <= 4.4\ngini = 0.463\nsamples = 33\nvalue = [21, 12]\nclass = 0\n\n\n\n28->40\n\n\n\n\n\n30\n\nPasses Completed <= 98.0\ngini = 0.444\nsamples = 3\nvalue = [1, 2]\nclass = 1\n\n\n\n29->30\n\n\n\n\n\n33\n\nSeason Age <= 35.5\ngini = 0.037\nsamples = 1228\nvalue = [1205, 23]\nclass = 0\n\n\n\n29->33\n\n\n\n\n\n31\n\ngini = 0.0\nsamples = 2\nvalue = [0, 2]\nclass = 1\n\n\n\n30->31\n\n\n\n\n\n32\n\ngini = 0.0\nsamples = 1\nvalue = [1, 0]\nclass = 0\n\n\n\n30->32\n\n\n\n\n\n34\n\nCompletion Percentage <= 52.65\ngini = 0.027\nsamples = 1165\nvalue = [1149, 16]\nclass = 0\n\n\n\n33->34\n\n\n\n\n\n37\n\nYear End <= 1998.5\ngini = 0.198\nsamples = 63\nvalue = [56, 7]\nclass = 0\n\n\n\n33->37\n\n\n\n\n\n35\n\ngini = 0.08\nsamples = 289\nvalue = [277, 12]\nclass = 0\n\n\n\n34->35\n\n\n\n\n\n36\n\ngini = 0.009\nsamples = 876\nvalue = [872, 4]\nclass = 0\n\n\n\n34->36\n\n\n\n\n\n38\n\ngini = 0.375\nsamples = 28\nvalue = [21, 7]\nclass = 0\n\n\n\n37->38\n\n\n\n\n\n39\n\ngini = 0.0\nsamples = 35\nvalue = [35, 0]\nclass = 0\n\n\n\n37->39\n\n\n\n\n\n41\n\nPassing Yards <= 1096.0\ngini = 0.33\nsamples = 24\nvalue = [19, 5]\nclass = 0\n\n\n\n40->41\n\n\n\n\n\n48\n\nPass Attempts Per Game <= 18.8\ngini = 0.346\nsamples = 9\nvalue = [2, 7]\nclass = 1\n\n\n\n40->48\n\n\n\n\n\n42\n\nPassing Yards Per Game <= 59.9\ngini = 0.444\nsamples = 3\nvalue = [1, 2]\nclass = 1\n\n\n\n41->42\n\n\n\n\n\n45\n\nPasser Rating <= 83.4\ngini = 0.245\nsamples = 21\nvalue = [18, 3]\nclass = 0\n\n\n\n41->45\n\n\n\n\n\n43\n\ngini = 0.0\nsamples = 1\nvalue = [1, 0]\nclass = 0\n\n\n\n42->43\n\n\n\n\n\n44\n\ngini = 0.0\nsamples = 2\nvalue = [0, 2]\nclass = 1\n\n\n\n42->44\n\n\n\n\n\n46\n\ngini = 0.0\nsamples = 9\nvalue = [9, 0]\nclass = 0\n\n\n\n45->46\n\n\n\n\n\n47\n\ngini = 0.375\nsamples = 12\nvalue = [9, 3]\nclass = 0\n\n\n\n45->47\n\n\n\n\n\n49\n\nPasses Attempted <= 68.5\ngini = 0.444\nsamples = 3\nvalue = [2, 1]\nclass = 0\n\n\n\n48->49\n\n\n\n\n\n52\n\ngini = 0.0\nsamples = 6\nvalue = [0, 6]\nclass = 1\n\n\n\n48->52\n\n\n\n\n\n50\n\ngini = 0.0\nsamples = 1\nvalue = [0, 1]\nclass = 1\n\n\n\n49->50\n\n\n\n\n\n51\n\ngini = 0.0\nsamples = 2\nvalue = [2, 0]\nclass = 0\n\n\n\n49->51\n\n\n\n\n\n", "text/plain": "" }, "execution_count": 197, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import graphviz\n", "dt_feature_names = list(X.columns)\n", "dt_target_names = [str(s) for s in Y.unique()]\n", "dot_data =tree.export_graphviz(dt, feature_names=dt_feature_names, class_names=dt_target_names, filled=True) \n", "graph = graphviz.Source(dot_data) \n", "graph" ] }, { "cell_type": "code", "execution_count": 198, "id": "qCAzr4d9mdLf", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "qCAzr4d9mdLf", "outputId": "363bc81d-5f53-4a55-f27b-1d7562937e77" }, "outputs": [ { "data": { "text/plain": "Passes Attempted int64\nPasses Completed int64\nCompletion Percentage float64\nPass Attempts Per Game float64\nPassing Yards float64\nPassing Yards Per Attempt float64\nPassing Yards Per Game float64\nTD Passes int64\nPercentage of TDs per Attempts float64\nInts int64\nInt Rate float64\nPasses Longer than 20 Yards int64\nPasses Longer than 40 Yards int64\nSacks int64\nSacked Yards Lost int64\nPasser Rating float64\nYear End int64\nSeason Age int64\nLast Year int64\nLast 3 Years int64\ndtype: object" }, "execution_count": 198, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_pass3.dtypes" ] }, { "cell_type": "code", "execution_count": 199, "id": "_qmIFUgDngLC", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 455 }, "id": "_qmIFUgDngLC", "outputId": "bfea9dbc-a069-46c0-a407-f2610a715c8f" }, "outputs": [ { "data": { "text/plain": " Player Id Position_x Year Team Games Played \\\n0 billdemory/2512778 NaN 1974 New York Jets 1 \n1 billdemory/2512778 NaN 1973 New York Jets 6 \n2 tomsavage/2543640 QB 2016 Houston Texans 3 \n3 tomsavage/2543640 QB 2014 Houston Texans 2 \n4 jackscarbath/2524989 NaN 1956 Pittsburgh Steelers 7 \n\n Passes Attempted Passes Completed Completion Percentage \\\n0 0 0 0.00 \n1 39 12 30.80 \n2 73 46 63.00 \n3 19 10 52.60 \n4 41 12 29.30 \n\n Pass Attempts Per Game Passing Yards Passing Yards Per Attempt \\\n0 0.00 0.00 0.00 \n1 6.50 159.00 4.10 \n2 24.30 461.00 6.30 \n3 9.50 127.00 6.70 \n4 5.90 208.00 5.10 \n\n Passing Yards Per Game TD Passes Percentage of TDs per Attempts Ints \\\n0 0.00 0 0.00 0 \n1 26.50 2 5.10 8 \n2 153.70 0 0.00 0 \n3 63.50 0 0.00 1 \n4 29.70 2 4.90 5 \n\n Int Rate Passes Longer than 20 Yards Passes Longer than 40 Yards Sacks \\\n0 0.00 0 0 0 \n1 20.50 0 0 8 \n2 0.00 5 0 5 \n3 5.30 2 0 1 \n4 12.20 0 0 0 \n\n Sacked Yards Lost Passer Rating Age Birthday College \\\n0 0 0.00 24 1950-12-01 Arizona \n1 73 22.20 23 1950-12-01 Arizona \n2 36 80.90 26 1990-04-26 Pittsburgh \n3 5 51.90 24 1990-04-26 Pittsburgh \n4 36 24.90 26 1930-08-12 Maryland \n\n Current Status Current Team Height (inches) High School \\\n0 Retired NaN 74.00 NaN \n1 Retired NaN 74.00 NaN \n2 Active Houston Texans 76.00 Cardinal O'Hara HS \n3 Active Houston Texans 76.00 Cardinal O'Hara HS \n4 Retired NaN 74.00 NaN \n\n High School Location Number Position_y Weight (lbs) Years Played \\\n0 NaN NaN NaN 195.00 1973 - 1974 \n1 NaN NaN NaN 195.00 1973 - 1974 \n2 Springfield, PA 3.00 QB 230.00 NaN \n3 Springfield, PA 3.00 QB 230.00 NaN \n4 NaN NaN NaN 206.00 1953 - 1956 \n\n Year Start Year End Seasons Birth City Birth State Birth Year \\\n0 1973 1974 2 Indianola IA 1950 \n1 1973 1974 2 Indianola IA 1950 \n2 2013 2017 4 Clifton Heights PA 1990 \n3 2013 2017 4 Clifton Heights PA 1990 \n4 1953 1956 3 Baltimore MD 1930 \n\n Season Age Last Year Last 3 Years \n0 24 1 1 \n1 23 0 1 \n2 26 0 1 \n3 24 0 0 \n4 26 1 1 ", "text/html": "
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Player IdPosition_xYearTeamGames PlayedPasses AttemptedPasses CompletedCompletion PercentagePass Attempts Per GamePassing YardsPassing Yards Per AttemptPassing Yards Per GameTD PassesPercentage of TDs per AttemptsIntsInt RatePasses Longer than 20 YardsPasses Longer than 40 YardsSacksSacked Yards LostPasser RatingAgeBirthdayCollegeCurrent StatusCurrent TeamHeight (inches)High SchoolHigh School LocationNumberPosition_yWeight (lbs)Years PlayedYear StartYear EndSeasonsBirth CityBirth StateBirth YearSeason AgeLast YearLast 3 Years
0billdemory/2512778NaN1974New York Jets1000.000.000.000.000.0000.0000.0000000.00241950-12-01ArizonaRetiredNaN74.00NaNNaNNaNNaN195.001973 - 1974197319742IndianolaIA19502411
1billdemory/2512778NaN1973New York Jets6391230.806.50159.004.1026.5025.10820.500087322.20231950-12-01ArizonaRetiredNaN74.00NaNNaNNaNNaN195.001973 - 1974197319742IndianolaIA19502301
2tomsavage/2543640QB2016Houston Texans3734663.0024.30461.006.30153.7000.0000.005053680.90261990-04-26PittsburghActiveHouston Texans76.00Cardinal O'Hara HSSpringfield, PA3.00QB230.00NaN201320174Clifton HeightsPA19902601
3tomsavage/2543640QB2014Houston Texans2191052.609.50127.006.7063.5000.0015.30201551.90241990-04-26PittsburghActiveHouston Texans76.00Cardinal O'Hara HSSpringfield, PA3.00QB230.00NaN201320174Clifton HeightsPA19902400
4jackscarbath/2524989NaN1956Pittsburgh Steelers7411229.305.90208.005.1029.7024.90512.200003624.90261930-08-12MarylandRetiredNaN74.00NaNNaNNaNNaN206.001953 - 1956195319563BaltimoreMD19302611
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" }, "execution_count": 199, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_pass2.head()" ] }, { "cell_type": "code", "execution_count": 200, "id": "B-DvyfNVmh5N", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 429 }, "id": "B-DvyfNVmh5N", "outputId": "84ac6b7a-01da-4351-dd7f-265c301e36d2" }, "outputs": [ { "data": { "text/plain": " Year Games Played Passes Attempted Passes Completed \\\ncount 6460.00 6460.00 6460.00 6460.00 \nmean 1992.06 10.61 73.14 42.10 \nstd 16.51 5.61 149.70 89.45 \nmin 1932.00 0.00 0.00 0.00 \n25% 1979.00 6.00 0.00 0.00 \n50% 1994.00 13.00 0.00 0.00 \n75% 2006.00 16.00 42.25 22.00 \nmax 2016.00 16.00 727.00 471.00 \n\n Completion Percentage Pass Attempts Per Game Passing Yards \\\ncount 6460.00 6460.00 6460.00 \nmean 24.27 6.74 508.26 \nstd 31.34 11.45 1070.91 \nmin 0.00 0.00 -11.00 \n25% 0.00 0.00 0.00 \n50% 0.00 0.00 0.00 \n75% 53.60 9.50 265.50 \nmax 100.00 51.00 5477.00 \n\n Passing Yards Per Attempt Passing Yards Per Game TD Passes \\\ncount 6460.00 6460.00 6460.00 \nmean 3.38 45.54 3.13 \nstd 6.12 79.99 7.09 \nmin -11.00 -4.00 0.00 \n25% 0.00 0.00 0.00 \n50% 0.00 0.00 0.00 \n75% 6.40 57.52 1.00 \nmax 81.00 342.30 55.00 \n\n Percentage of TDs per Attempts Ints Int Rate \\\ncount 6460.00 6460.00 6460.00 \nmean 3.00 2.67 2.81 \nstd 12.13 5.35 10.63 \nmin 0.00 0.00 0.00 \n25% 0.00 0.00 0.00 \n50% 0.00 0.00 0.00 \n75% 2.80 2.00 2.70 \nmax 100.00 35.00 100.00 \n\n Passes Longer than 20 Yards Passes Longer than 40 Yards Sacks \\\ncount 6460.00 6460.00 6460.00 \nmean 3.93 0.71 5.08 \nstd 11.73 2.25 10.68 \nmin 0.00 0.00 0.00 \n25% 0.00 0.00 0.00 \n50% 0.00 0.00 0.00 \n75% 0.00 0.00 3.00 \nmax 81.00 18.00 76.00 \n\n Sacked Yards Lost Passer Rating Age Height (inches) Number \\\ncount 6460.00 6460.00 6460.00 6460.00 880.00 \nmean 36.81 33.88 27.55 73.33 19.81 \nstd 76.58 41.50 4.00 2.27 23.89 \nmin 0.00 0.00 21.00 66.00 1.00 \n25% 0.00 0.00 24.00 72.00 7.00 \n50% 0.00 0.00 27.00 73.00 11.00 \n75% 22.00 69.83 30.00 75.00 19.00 \nmax 481.00 158.30 44.00 80.00 89.00 \n\n Weight (lbs) Year Start Year End Seasons Birth Year Season Age \\\ncount 6460.00 6460.00 6460.00 6460.00 6460.00 6460.00 \nmean 209.69 1987.35 1996.88 10.08 1964.51 27.55 \nstd 17.58 16.19 16.63 4.39 16.33 4.00 \nmin 153.00 1932.00 1935.00 1.00 1906.00 21.00 \n25% 198.00 1975.00 1984.00 7.00 1952.00 24.00 \n50% 210.00 1988.00 2000.00 10.00 1965.00 27.00 \n75% 220.00 2002.00 2012.00 13.00 1979.00 30.00 \nmax 346.00 2015.00 2017.00 22.00 1995.00 44.00 \n\n Last Year Last 3 Years \ncount 6460.00 6460.00 \nmean 0.11 0.34 \nstd 0.31 0.47 \nmin 0.00 0.00 \n25% 0.00 0.00 \n50% 0.00 0.00 \n75% 0.00 1.00 \nmax 1.00 1.00 ", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
YearGames PlayedPasses AttemptedPasses CompletedCompletion PercentagePass Attempts Per GamePassing YardsPassing Yards Per AttemptPassing Yards Per GameTD PassesPercentage of TDs per AttemptsIntsInt RatePasses Longer than 20 YardsPasses Longer than 40 YardsSacksSacked Yards LostPasser RatingAgeHeight (inches)NumberWeight (lbs)Year StartYear EndSeasonsBirth YearSeason AgeLast YearLast 3 Years
count6460.006460.006460.006460.006460.006460.006460.006460.006460.006460.006460.006460.006460.006460.006460.006460.006460.006460.006460.006460.00880.006460.006460.006460.006460.006460.006460.006460.006460.00
mean1992.0610.6173.1442.1024.276.74508.263.3845.543.133.002.672.813.930.715.0836.8133.8827.5573.3319.81209.691987.351996.8810.081964.5127.550.110.34
std16.515.61149.7089.4531.3411.451070.916.1279.997.0912.135.3510.6311.732.2510.6876.5841.504.002.2723.8917.5816.1916.634.3916.334.000.310.47
min1932.000.000.000.000.000.00-11.00-11.00-4.000.000.000.000.000.000.000.000.000.0021.0066.001.00153.001932.001935.001.001906.0021.000.000.00
25%1979.006.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.0024.0072.007.00198.001975.001984.007.001952.0024.000.000.00
50%1994.0013.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.0027.0073.0011.00210.001988.002000.0010.001965.0027.000.000.00
75%2006.0016.0042.2522.0053.609.50265.506.4057.521.002.802.002.700.000.003.0022.0069.8330.0075.0019.00220.002002.002012.0013.001979.0030.000.001.00
max2016.0016.00727.00471.00100.0051.005477.0081.00342.3055.00100.0035.00100.0081.0018.0076.00481.00158.3044.0080.0089.00346.002015.002017.0022.001995.0044.001.001.00
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" }, "execution_count": 200, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_pass2.describe()" ] }, { "cell_type": "code", "execution_count": 201, "id": "MEeC61Kgm2uN", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 755 }, "id": "MEeC61Kgm2uN", "outputId": "ebd33657-f41e-4a8b-db7c-9431d66af59c" }, "outputs": [ { "data": { "text/plain": " Player Id Position_x Year Team \\\n0 billdemory/2512778 NaN 1974 New York Jets \n17 kennyharrison/2516009 NaN 1980 Washington Redskins \n18 kennyharrison/2516009 NaN 1978 San Francisco 49ers \n20 kennyharrison/2516009 NaN 1976 San Francisco 49ers \n21 paulmaguire/2519977 NaN 1970 Buffalo Bills \n... ... ... ... ... \n6441 jimlash/2519115 NaN 1973 Minnesota Vikings \n6442 legedunaanee/2495689 NaN 2012 Miami Dolphins \n6444 legedunaanee/2495689 NaN 2010 San Diego Chargers \n6446 legedunaanee/2495689 NaN 2008 San Diego Chargers \n6447 legedunaanee/2495689 NaN 2007 San Diego Chargers \n\n Games Played Passes Attempted Passes Completed Completion Percentage \\\n0 1 0 0 0.00 \n17 9 0 0 0.00 \n18 8 0 0 0.00 \n20 11 0 0 0.00 \n21 14 0 0 0.00 \n... ... ... ... ... \n6441 9 0 0 0.00 \n6442 4 0 0 0.00 \n6444 10 0 0 0.00 \n6446 16 0 0 0.00 \n6447 13 0 0 0.00 \n\n Pass Attempts Per Game Passing Yards Passing Yards Per Attempt \\\n0 0.00 0.00 0.00 \n17 0.00 0.00 0.00 \n18 0.00 0.00 0.00 \n20 0.00 0.00 0.00 \n21 0.00 0.00 0.00 \n... ... ... ... \n6441 0.00 0.00 0.00 \n6442 0.00 0.00 0.00 \n6444 0.00 0.00 0.00 \n6446 0.00 0.00 0.00 \n6447 0.00 0.00 0.00 \n\n Passing Yards Per Game TD Passes Percentage of TDs per Attempts Ints \\\n0 0.00 0 0.00 0 \n17 0.00 0 0.00 0 \n18 0.00 0 0.00 0 \n20 0.00 0 0.00 0 \n21 0.00 0 0.00 0 \n... ... ... ... ... \n6441 0.00 0 0.00 0 \n6442 0.00 0 0.00 0 \n6444 0.00 0 0.00 0 \n6446 0.00 0 0.00 0 \n6447 0.00 0 0.00 0 \n\n Int Rate Passes Longer than 20 Yards Passes Longer than 40 Yards \\\n0 0.00 0 0 \n17 0.00 0 0 \n18 0.00 0 0 \n20 0.00 0 0 \n21 0.00 0 0 \n... ... ... ... \n6441 0.00 0 0 \n6442 0.00 0 0 \n6444 0.00 0 0 \n6446 0.00 0 0 \n6447 0.00 0 0 \n\n Sacks Sacked Yards Lost Passer Rating Age Birthday \\\n0 0 0 0.00 24 1950-12-01 \n17 0 0 0.00 27 1953-12-12 \n18 0 0 0.00 25 1953-12-12 \n20 0 0 0.00 23 1953-12-12 \n21 0 0 0.00 32 1938-08-22 \n... ... ... ... ... ... \n6441 0 0 0.00 22 1951-11-12 \n6442 0 0 0.00 29 1983-09-16 \n6444 0 0 0.00 27 1983-09-16 \n6446 0 0 0.00 25 1983-09-16 \n6447 0 0 0.00 24 1983-09-16 \n\n College Current Status Current Team Height (inches) \\\n0 Arizona Retired NaN 74.00 \n17 Southern Methodist Retired NaN 72.00 \n18 Southern Methodist Retired NaN 72.00 \n20 Southern Methodist Retired NaN 72.00 \n21 The Citadel Retired NaN 72.00 \n... ... ... ... ... \n6441 Northwestern Retired NaN 73.00 \n6442 Boise State Retired NaN 74.00 \n6444 Boise State Retired NaN 74.00 \n6446 Boise State Retired NaN 74.00 \n6447 Boise State Retired NaN 74.00 \n\n High School High School Location Number Position_y Weight (lbs) \\\n0 NaN NaN NaN NaN 195.00 \n17 NaN NaN NaN NaN 176.00 \n18 NaN NaN NaN NaN 176.00 \n20 NaN NaN NaN NaN 176.00 \n21 NaN NaN NaN NaN 228.00 \n... ... ... ... ... ... \n6441 NaN NaN NaN NaN 200.00 \n6442 NaN NaN NaN NaN 215.00 \n6444 NaN NaN NaN NaN 215.00 \n6446 NaN NaN NaN NaN 215.00 \n6447 NaN NaN NaN NaN 215.00 \n\n Years Played Year Start Year End Seasons Birth City Birth State \\\n0 1973 - 1974 1973 1974 2 Indianola IA \n17 1976 - 1980 1976 1980 4 Beaumont TX \n18 1976 - 1980 1976 1980 4 Beaumont TX \n20 1976 - 1980 1976 1980 4 Beaumont TX \n21 1960 - 1970 1960 1970 11 Youngstown OH \n... ... ... ... ... ... ... \n6441 1973 - 1977 1973 1977 5 Akron OH \n6442 2007 - 2012 2007 2012 6 Portland OR \n6444 2007 - 2012 2007 2012 6 Portland OR \n6446 2007 - 2012 2007 2012 6 Portland OR \n6447 2007 - 2012 2007 2012 6 Portland OR \n\n Birth Year Season Age Last Year Last 3 Years \n0 1950 24 1 1 \n17 1953 27 1 1 \n18 1953 25 0 1 \n20 1953 23 0 0 \n21 1938 32 1 1 \n... ... ... ... ... \n6441 1951 22 0 0 \n6442 1983 29 1 1 \n6444 1983 27 0 1 \n6446 1983 25 0 0 \n6447 1983 24 0 0 \n\n[3325 rows x 42 columns]", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Player IdPosition_xYearTeamGames PlayedPasses AttemptedPasses CompletedCompletion PercentagePass Attempts Per GamePassing YardsPassing Yards Per AttemptPassing Yards Per GameTD PassesPercentage of TDs per AttemptsIntsInt RatePasses Longer than 20 YardsPasses Longer than 40 YardsSacksSacked Yards LostPasser RatingAgeBirthdayCollegeCurrent StatusCurrent TeamHeight (inches)High SchoolHigh School LocationNumberPosition_yWeight (lbs)Years PlayedYear StartYear EndSeasonsBirth CityBirth StateBirth YearSeason AgeLast YearLast 3 Years
0billdemory/2512778NaN1974New York Jets1000.000.000.000.000.0000.0000.0000000.00241950-12-01ArizonaRetiredNaN74.00NaNNaNNaNNaN195.001973 - 1974197319742IndianolaIA19502411
17kennyharrison/2516009NaN1980Washington Redskins9000.000.000.000.000.0000.0000.0000000.00271953-12-12Southern MethodistRetiredNaN72.00NaNNaNNaNNaN176.001976 - 1980197619804BeaumontTX19532711
18kennyharrison/2516009NaN1978San Francisco 49ers8000.000.000.000.000.0000.0000.0000000.00251953-12-12Southern MethodistRetiredNaN72.00NaNNaNNaNNaN176.001976 - 1980197619804BeaumontTX19532501
20kennyharrison/2516009NaN1976San Francisco 49ers11000.000.000.000.000.0000.0000.0000000.00231953-12-12Southern MethodistRetiredNaN72.00NaNNaNNaNNaN176.001976 - 1980197619804BeaumontTX19532300
21paulmaguire/2519977NaN1970Buffalo Bills14000.000.000.000.000.0000.0000.0000000.00321938-08-22The CitadelRetiredNaN72.00NaNNaNNaNNaN228.001960 - 19701960197011YoungstownOH19383211
.................................................................................................................................
6441jimlash/2519115NaN1973Minnesota Vikings9000.000.000.000.000.0000.0000.0000000.00221951-11-12NorthwesternRetiredNaN73.00NaNNaNNaNNaN200.001973 - 1977197319775AkronOH19512200
6442legedunaanee/2495689NaN2012Miami Dolphins4000.000.000.000.000.0000.0000.0000000.00291983-09-16Boise StateRetiredNaN74.00NaNNaNNaNNaN215.002007 - 2012200720126PortlandOR19832911
6444legedunaanee/2495689NaN2010San Diego Chargers10000.000.000.000.000.0000.0000.0000000.00271983-09-16Boise StateRetiredNaN74.00NaNNaNNaNNaN215.002007 - 2012200720126PortlandOR19832701
6446legedunaanee/2495689NaN2008San Diego Chargers16000.000.000.000.000.0000.0000.0000000.00251983-09-16Boise StateRetiredNaN74.00NaNNaNNaNNaN215.002007 - 2012200720126PortlandOR19832500
6447legedunaanee/2495689NaN2007San Diego Chargers13000.000.000.000.000.0000.0000.0000000.00241983-09-16Boise StateRetiredNaN74.00NaNNaNNaNNaN215.002007 - 2012200720126PortlandOR19832400
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3325 rows × 42 columns

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" }, "execution_count": 201, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_pass2[df_pass2['Pass Attempts Per Game'] == 0]" ] }, { "cell_type": "code", "execution_count": 202, "id": "m_6tcgj0ogDC", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "m_6tcgj0ogDC", "outputId": "de0ec145-fe94-40b8-c853-5336d3a8a780" }, "outputs": [ { "data": { "text/plain": "[1 True\n 2 True\n 3 True\n 4 True\n 5 True\n ... \n 6454 True\n 6455 True\n 6456 True\n 6457 True\n 6458 True\n Name: Pass Attempts Per Game, Length: 2029, dtype: bool]" }, "execution_count": 202, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#need to filter out pass attempts per game == 0 as it likely skews the decision\n", "[df_pass3['Pass Attempts Per Game'] != 0]" ] }, { "cell_type": "code", "execution_count": 203, "id": "UTqjQ3kOx2Xu", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 429 }, "id": "UTqjQ3kOx2Xu", "outputId": "ccbe88a4-7c5a-4808-93d4-6d7232814d4c" }, "outputs": [ { "data": { "text/plain": " Passes Attempted Passes Completed Completion Percentage \\\ncount 2029.00 2029.00 2029.00 \nmean 231.34 133.33 54.82 \nstd 186.69 115.48 9.50 \nmin 3.00 0.00 0.00 \n25% 56.00 29.00 50.00 \n50% 194.00 103.00 55.80 \n75% 380.00 219.00 60.60 \nmax 727.00 471.00 100.00 \n\n Pass Attempts Per Game Passing Yards Passing Yards Per Attempt \\\ncount 2029.00 2029.00 2029.00 \nmean 21.23 1607.55 6.60 \nstd 10.52 1374.47 1.50 \nmin 2.60 0.00 0.00 \n25% 11.50 352.00 5.80 \n50% 23.10 1259.00 6.70 \n75% 29.80 2699.00 7.40 \nmax 51.00 5477.00 17.70 \n\n Passing Yards Per Game TD Passes Percentage of TDs per Attempts \\\ncount 2029.00 2029.00 2029.00 \nmean 143.73 9.84 3.82 \nstd 79.37 9.70 2.63 \nmin 0.00 0.00 0.00 \n25% 71.50 2.00 2.40 \n50% 151.90 7.00 3.70 \n75% 206.50 16.00 5.10 \nmax 342.30 55.00 33.30 \n\n Ints Int Rate Passes Longer than 20 Yards \\\ncount 2029.00 2029.00 2029.00 \nmean 8.40 4.46 12.43 \nstd 6.58 3.62 18.24 \nmin 0.00 0.00 0.00 \n25% 2.00 2.40 0.00 \n50% 7.00 3.70 1.00 \n75% 13.00 5.60 22.00 \nmax 35.00 40.00 81.00 \n\n Passes Longer than 40 Yards Sacks Sacked Yards Lost Passer Rating \\\ncount 2029.00 2029.00 2029.00 2029.00 \nmean 2.24 16.03 116.11 70.61 \nstd 3.57 13.72 97.39 22.79 \nmin 0.00 0.00 0.00 0.00 \n25% 0.00 3.00 29.00 58.20 \n50% 0.00 13.00 98.00 72.90 \n75% 4.00 26.00 185.00 85.20 \nmax 18.00 76.00 481.00 158.30 \n\n Year End Season Age Last Year Last 3 Years \ncount 2029.00 2029.00 2029.00 2029.00 \nmean 1997.39 28.16 0.09 0.29 \nstd 16.74 4.23 0.28 0.46 \nmin 1939.00 21.00 0.00 0.00 \n25% 1984.00 25.00 0.00 0.00 \n50% 1999.00 27.00 0.00 0.00 \n75% 2013.00 31.00 0.00 1.00 \nmax 2017.00 44.00 1.00 1.00 ", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Passes AttemptedPasses CompletedCompletion PercentagePass Attempts Per GamePassing YardsPassing Yards Per AttemptPassing Yards Per GameTD PassesPercentage of TDs per AttemptsIntsInt RatePasses Longer than 20 YardsPasses Longer than 40 YardsSacksSacked Yards LostPasser RatingYear EndSeason AgeLast YearLast 3 Years
count2029.002029.002029.002029.002029.002029.002029.002029.002029.002029.002029.002029.002029.002029.002029.002029.002029.002029.002029.002029.00
mean231.34133.3354.8221.231607.556.60143.739.843.828.404.4612.432.2416.03116.1170.611997.3928.160.090.29
std186.69115.489.5010.521374.471.5079.379.702.636.583.6218.243.5713.7297.3922.7916.744.230.280.46
min3.000.000.002.600.000.000.000.000.000.000.000.000.000.000.000.001939.0021.000.000.00
25%56.0029.0050.0011.50352.005.8071.502.002.402.002.400.000.003.0029.0058.201984.0025.000.000.00
50%194.00103.0055.8023.101259.006.70151.907.003.707.003.701.000.0013.0098.0072.901999.0027.000.000.00
75%380.00219.0060.6029.802699.007.40206.5016.005.1013.005.6022.004.0026.00185.0085.202013.0031.000.001.00
max727.00471.00100.0051.005477.0017.70342.3055.0033.3035.0040.0081.0018.0076.00481.00158.302017.0044.001.001.00
\n
" }, "execution_count": 203, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_pass3.describe()" ] }, { "cell_type": "code", "execution_count": 204, "id": "05DVX5eS0Ecv", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "05DVX5eS0Ecv", "outputId": "992fae76-b2c8-47b9-c2ff-138e80cef5f5" }, "outputs": [ { "data": { "text/plain": "174" }, "execution_count": 204, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Last year \n", "df_pass3['Last Year'].sum()" ] }, { "cell_type": "code", "execution_count": 205, "id": "wn4jBzJepL6q", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 181 }, "id": "wn4jBzJepL6q", "outputId": "4a02fcbf-fac5-4faa-8572-9fcd906fcff5" }, "outputs": [ { "data": { "text/plain": "Empty DataFrame\nColumns: [Passes Attempted, Passes Completed, Completion Percentage, Pass Attempts Per Game, Passing Yards, Passing Yards Per Attempt, Passing Yards Per Game, TD Passes, Percentage of TDs per Attempts, Ints, Int Rate, Passes Longer than 20 Yards, Passes Longer than 40 Yards, Sacks, Sacked Yards Lost, Passer Rating, Year End, Season Age, Last Year, Last 3 Years]\nIndex: []", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Passes AttemptedPasses CompletedCompletion PercentagePass Attempts Per GamePassing YardsPassing Yards Per AttemptPassing Yards Per GameTD PassesPercentage of TDs per AttemptsIntsInt RatePasses Longer than 20 YardsPasses Longer than 40 YardsSacksSacked Yards LostPasser RatingYear EndSeason AgeLast YearLast 3 Years
\n
" }, "execution_count": 205, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#this drops any row that has 0 in the df_pass3['Pass Attempts Per Game'] column\n", "df_pass3.loc[(df_pass3[['Pass Attempts Per Game']].lt(1).any(1))]" ] }, { "cell_type": "code", "execution_count": 206, "id": "Xd4ceZVk01sv", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Xd4ceZVk01sv", "outputId": "b7fb2095-fd57-4aec-cc6e-f0d581095a29" }, "outputs": [ { "data": { "text/plain": "174" }, "execution_count": 206, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_pass3['Last Year'].sum()" ] }, { "cell_type": "code", "execution_count": 207, "id": "jxkorvBszjgY", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 551 }, "id": "jxkorvBszjgY", "outputId": "77cbdef2-61db-48bf-9c75-990ada740910" }, "outputs": [ { "data": { "text/plain": " Passes Attempted Passes Completed Completion Percentage \\\n1 39 12 30.80 \n2 73 46 63.00 \n3 19 10 52.60 \n4 41 12 29.30 \n5 109 44 40.40 \n... ... ... ... \n6454 233 128 54.90 \n6455 74 41 55.40 \n6456 27 10 37.00 \n6457 137 65 47.40 \n6458 178 84 47.20 \n\n Pass Attempts Per Game Passing Yards Passing Yards Per Attempt \\\n1 6.50 159.00 4.10 \n2 24.30 461.00 6.30 \n3 9.50 127.00 6.70 \n4 5.90 208.00 5.10 \n5 10.90 798.00 7.30 \n... ... ... ... \n6454 21.20 1562.00 6.70 \n6455 10.60 580.00 7.80 \n6456 5.40 194.00 7.20 \n6457 15.20 1050.00 7.70 \n6458 19.80 1120.00 6.30 \n\n Passing Yards Per Game TD Passes Percentage of TDs per Attempts Ints \\\n1 26.50 2 5.10 8 \n2 153.70 0 0.00 0 \n3 63.50 0 0.00 1 \n4 29.70 2 4.90 5 \n5 79.80 7 6.40 13 \n... ... ... ... ... \n6454 142.00 9 3.90 14 \n6455 82.90 5 6.80 7 \n6456 38.80 2 7.40 2 \n6457 116.70 3 2.20 9 \n6458 124.40 5 2.80 13 \n\n Int Rate Passes Longer than 20 Yards Passes Longer than 40 Yards \\\n1 20.50 0 0 \n2 0.00 5 0 \n3 5.30 2 0 \n4 12.20 0 0 \n5 11.90 0 0 \n... ... ... ... \n6454 6.00 0 0 \n6455 9.50 0 0 \n6456 7.40 0 0 \n6457 6.60 0 0 \n6458 7.30 0 0 \n\n Sacks Sacked Yards Lost Passer Rating Year End Season Age \\\n1 8 73 22.20 1974 23 \n2 5 36 80.90 2017 26 \n3 1 5 51.90 2017 24 \n4 0 36 24.90 1956 26 \n5 0 214 48.10 1956 24 \n... ... ... ... ... ... \n6454 23 187 63.60 1976 28 \n6455 9 55 64.00 1976 27 \n6456 0 0 56.70 1976 26 \n6457 26 184 53.50 1976 25 \n6458 13 105 46.60 1976 24 \n\n Last Year Last 3 Years \n1 0 1 \n2 0 1 \n3 0 0 \n4 1 1 \n5 0 1 \n... ... ... \n6454 0 1 \n6455 0 1 \n6456 0 0 \n6457 0 0 \n6458 0 0 \n\n[2029 rows x 20 columns]", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Passes AttemptedPasses CompletedCompletion PercentagePass Attempts Per GamePassing YardsPassing Yards Per AttemptPassing Yards Per GameTD PassesPercentage of TDs per AttemptsIntsInt RatePasses Longer than 20 YardsPasses Longer than 40 YardsSacksSacked Yards LostPasser RatingYear EndSeason AgeLast YearLast 3 Years
1391230.806.50159.004.1026.5025.10820.500087322.2019742301
2734663.0024.30461.006.30153.7000.0000.005053680.9020172601
3191052.609.50127.006.7063.5000.0015.30201551.9020172400
4411229.305.90208.005.1029.7024.90512.200003624.9019562611
51094440.4010.90798.007.3079.8076.401311.9000021448.1019562401
...............................................................
645423312854.9021.201562.006.70142.0093.90146.00002318763.6019762801
6455744155.4010.60580.007.8082.9056.8079.500095564.0019762701
6456271037.005.40194.007.2038.8027.4027.40000056.7019762600
64571376547.4015.201050.007.70116.7032.2096.60002618453.5019762500
64581788447.2019.801120.006.30124.4052.80137.30001310546.6019762400
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2029 rows × 20 columns

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" }, "execution_count": 207, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_pass3" ] }, { "cell_type": "code", "execution_count": 208, "id": "avFJL52ByEQE", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 429 }, "id": "avFJL52ByEQE", "outputId": "a34597f4-9953-4165-850f-c7f06906451d" }, "outputs": [ { "data": { "text/plain": " Passes Attempted Passes Completed Completion Percentage \\\ncount 2029.00 2029.00 2029.00 \nmean 231.34 133.33 54.82 \nstd 186.69 115.48 9.50 \nmin 3.00 0.00 0.00 \n25% 56.00 29.00 50.00 \n50% 194.00 103.00 55.80 \n75% 380.00 219.00 60.60 \nmax 727.00 471.00 100.00 \n\n Pass Attempts Per Game Passing Yards Passing Yards Per Attempt \\\ncount 2029.00 2029.00 2029.00 \nmean 21.23 1607.55 6.60 \nstd 10.52 1374.47 1.50 \nmin 2.60 0.00 0.00 \n25% 11.50 352.00 5.80 \n50% 23.10 1259.00 6.70 \n75% 29.80 2699.00 7.40 \nmax 51.00 5477.00 17.70 \n\n Passing Yards Per Game TD Passes Percentage of TDs per Attempts \\\ncount 2029.00 2029.00 2029.00 \nmean 143.73 9.84 3.82 \nstd 79.37 9.70 2.63 \nmin 0.00 0.00 0.00 \n25% 71.50 2.00 2.40 \n50% 151.90 7.00 3.70 \n75% 206.50 16.00 5.10 \nmax 342.30 55.00 33.30 \n\n Ints Int Rate Passes Longer than 20 Yards \\\ncount 2029.00 2029.00 2029.00 \nmean 8.40 4.46 12.43 \nstd 6.58 3.62 18.24 \nmin 0.00 0.00 0.00 \n25% 2.00 2.40 0.00 \n50% 7.00 3.70 1.00 \n75% 13.00 5.60 22.00 \nmax 35.00 40.00 81.00 \n\n Passes Longer than 40 Yards Sacks Sacked Yards Lost Passer Rating \\\ncount 2029.00 2029.00 2029.00 2029.00 \nmean 2.24 16.03 116.11 70.61 \nstd 3.57 13.72 97.39 22.79 \nmin 0.00 0.00 0.00 0.00 \n25% 0.00 3.00 29.00 58.20 \n50% 0.00 13.00 98.00 72.90 \n75% 4.00 26.00 185.00 85.20 \nmax 18.00 76.00 481.00 158.30 \n\n Year End Season Age Last Year Last 3 Years \ncount 2029.00 2029.00 2029.00 2029.00 \nmean 1997.39 28.16 0.09 0.29 \nstd 16.74 4.23 0.28 0.46 \nmin 1939.00 21.00 0.00 0.00 \n25% 1984.00 25.00 0.00 0.00 \n50% 1999.00 27.00 0.00 0.00 \n75% 2013.00 31.00 0.00 1.00 \nmax 2017.00 44.00 1.00 1.00 ", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Passes AttemptedPasses CompletedCompletion PercentagePass Attempts Per GamePassing YardsPassing Yards Per AttemptPassing Yards Per GameTD PassesPercentage of TDs per AttemptsIntsInt RatePasses Longer than 20 YardsPasses Longer than 40 YardsSacksSacked Yards LostPasser RatingYear EndSeason AgeLast YearLast 3 Years
count2029.002029.002029.002029.002029.002029.002029.002029.002029.002029.002029.002029.002029.002029.002029.002029.002029.002029.002029.002029.00
mean231.34133.3354.8221.231607.556.60143.739.843.828.404.4612.432.2416.03116.1170.611997.3928.160.090.29
std186.69115.489.5010.521374.471.5079.379.702.636.583.6218.243.5713.7297.3922.7916.744.230.280.46
min3.000.000.002.600.000.000.000.000.000.000.000.000.000.000.000.001939.0021.000.000.00
25%56.0029.0050.0011.50352.005.8071.502.002.402.002.400.000.003.0029.0058.201984.0025.000.000.00
50%194.00103.0055.8023.101259.006.70151.907.003.707.003.701.000.0013.0098.0072.901999.0027.000.000.00
75%380.00219.0060.6029.802699.007.40206.5016.005.1013.005.6022.004.0026.00185.0085.202013.0031.000.001.00
max727.00471.00100.0051.005477.0017.70342.3055.0033.3035.0040.0081.0018.0076.00481.00158.302017.0044.001.001.00
\n
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Passes AttemptedPasses CompletedCompletion PercentagePass Attempts Per GamePassing YardsPassing Yards Per AttemptPassing Yards Per GameTD PassesPercentage of TDs per AttemptsIntsInt RatePasses Longer than 20 YardsPasses Longer than 40 YardsSacksSacked Yards LostPasser RatingYear EndSeason AgeLast YearLast 3 Years
1391230.806.50159.004.1026.5025.10820.500087322.2019742301
2734663.0024.30461.006.30153.7000.0000.005053680.9020172601
3191052.609.50127.006.7063.5000.0015.30201551.9020172400
4411229.305.90208.005.1029.7024.90512.200003624.9019562611
51094440.4010.90798.007.3079.8076.401311.9000021448.1019562401
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